{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Batch versus online"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('Solarize_Light2')\n",
    "plt.rc('legend', fontsize=15)    \n",
    "plt.rc('axes', titlesize=15, labelsize=15)\n",
    "plt.rc('xtick', labelsize=13)   \n",
    "plt.rc('ytick', labelsize=13) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import exceptions\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(action='ignore', category=exceptions.ConvergenceWarning)\n",
    "warnings.filterwarnings(action='ignore', category=RuntimeWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Higgs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll be using the Higgs dataset available [here](https://archive.ics.uci.edu/ml/datasets/HIGGS). The task is to perform binary classification in order to determine if a signal produces Higgs bosons or not. The dataset contains 11.000.000 rows and has 28 numeric features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "X = pd.read_csv('HIGGS.csv.gz', header=None)\n",
    "y = X.pop(0)\n",
    "\n",
    "X = X.to_numpy()\n",
    "y = y.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model\n",
    "from sklearn import pipeline\n",
    "from sklearn import preprocessing\n",
    "\n",
    "batch = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.LogisticRegression(solver='sag')\n",
    ")\n",
    "\n",
    "online = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.SGDClassifier(loss='log', max_iter=1, tol=1e-3)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Split train from test observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test = X[:-500_000], X[-500_000:]\n",
    "y_train, y_test = y[:-500_000], y[-500_000:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's record the score of each model for different sample sizes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "from sklearn import metrics\n",
    "\n",
    "batch_times = {}\n",
    "batch_scores = {}\n",
    "online_times = {}\n",
    "online_scores = {}\n",
    "\n",
    "for train_size in np.logspace(0.5, 1, 100, base=len(X_train), dtype=int)[1:]:\n",
    "    \n",
    "    tic = time.time()\n",
    "    batch.fit(X_train[:train_size], y_train[:train_size])\n",
    "    batch_times[train_size] = time.time() - tic\n",
    "    y_pred = batch.predict_proba(X_test)[:, 1]\n",
    "    batch_scores[train_size] = metrics.roc_auc_score(y_test, y_pred)\n",
    "    \n",
    "    tic = time.time()\n",
    "    online.fit(X_train[:train_size], y_train[:train_size])\n",
    "    online_times[train_size] = time.time() - tic\n",
    "    y_pred = online.predict_proba(X_test)[:, 1]\n",
    "    online_scores[train_size] = metrics.roc_auc_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the test set score for every training sample size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pei8+P4SPlnzO7a2bO/YHoEL5Mix+fxaZmZms+uV3hg5/iXadenJw91rM5r//e2SJ4rF07tSWmbPmAxAbU5QSxWP59rufnB7WUCw2mmKx0ew/cOiy8v/2u5+Iq1kVd3d3wJhK+c2KlYwd/b/LymfNb+s5fOQYXy9bSIXyZRzLzyYlO6W7VDs1qBfHl5+9R2pqKiu+/5lBQ56nR68nWL3ys8uqz4WCggJxc3Nj1Xcf53sswsNzfwD5u6NsInLz0UiTiNw06tapyfqNf7Bv/0HHsiNHjrH61/Xc0rAOALVrGS/H/eyCF4EaF3SrCl1ObExRnh30GGVKl2Db9l2AMcIBOH6FL0iLZo1ISEi87JeIjh5u3H8zZfpsp7z+2rqDuFrVqB1X3elfzn1VdWpVZ92GLRy5YCTj97UbOX7iZKHKbdGsEVu37aRypXJ5yihfrnSe9Pm1zYXKlinJxHEj8PT0zHc9QN06NThx4hQ//fyrY1lKSipffP09jRrUKVS9L6Vb5/bs3XeQZV+sYOWqX+nWJe89XgDu7u60aNaIp57sy7H4E5c1xaygaX27du9zGtUb8Hgfliz9gh9/WnN5O3GRt9/5gN/XbeLhC4L4Jx/rw7oNW/I8WQ6M+5S++uaHfPNKTU0DwNMz94Emq39dV2AQd6l28vb2pl3bVvR+oBtbCzjuhdWiWSOsVitnk5Lz9MnacdWvymPyReTGo5EmEbmhZGRksnjp8jzLm95Sn173d2HiqzNp2+EBRo94BovFwvMvvkpoSBD9+twHQJXKFbjzjlt5bMAwkpPPExkRxpTps/Hx9nY5gvDI40MIDg6kXp2aBAT48+PK1ezavY9xY4cCOAKIWXPeo1vnu/Dx8XLcHH+hVi2b0PrWpvTo/QQjhg6gZo2qHIs/waqff3N6wMHFYmKieOC+zrw1931GDH2KwMAARj33NPWbtOPOjj3p3bMboSHBHDkaz4rvf6Jnj640a9KAXg9048UJ02l/d29GDHuK1LQ0xrzwKmFhIZhNl/5dbeCT/VjwwVJubXMPjz3ai+iikRw/cYqfVv1Ko4Z16N61wyXbplO3h4irWZUa1avg7e3FkqXLycrKonGjevmWeVurZjRqUIfu9z/GS2OHEBIcxKtT3yQ1NY1BAx++ZJ0LI65WNcqULsEjjz+Lt7cXd7bJvcdtyx/bGDxsLF3vbk+pksU4c+YsEyfNpHrVSo6HYYx9aQpjx00hI3l/gWW8MH4qW/7Yyj1dO1CxQhnOn09l6adfsuyLFUwcN9yR7vFHe/PTz7/RtsP99OvTg1tbNKZIEV9OnDzNkuy+7uvr45T3/oOH+PX3DWRmZnL4yDE+W/YNHy1ZRu8Hujk9VKRd21YMfLIvfR8dzOo162h/Z2v8/HzYvmMPs956j+LFY/Id7atftxZ+fr48/NizDBr4CIePHOP5Fyc7phMWpp2Wf/kdc+d/yF3tbqNYbFGOHI1n1pwFNG/a8PIO1kXKlyvNww/14N6ejzF44KPE1apGWlo6W7ftZOeuvcyeOfHSmYiIXERBk4jcUJKTz9HtvkfyLP/uq0U0a9KAb5Yv5Jlnn6fvo4Ox2+00bdyAxe/PdlzsAsyd9Sr9BwzjqUEj8fPzpX+/npQsUSzPO2guVL9eLebMfZ9Zc94jLS2dMqVL8OZrL9Oh/e0AFC8Ww8Rxw5n++lxmzJxHTHQUe7fnHTkwmUx8/OFsRj7/ClNnzOHkqQSKRkXQvetdl9z3Zwf1Z967i3hj9rsMGfw45cqWYvWPnzJizEQeefxZUlPTiC4aSYtmt1CmVAkAfHy8+eLTd3lswDC6P/AYJYrHMP6FYQwZ/pLTy0MLEhoazOofP2X46Jd55tnnSUxMIioynEYN61AtOyi8VNs0rF+bRYs/45Upb2Kz2ahUoSwfLXzTMf0wP0s+mM2goWN5+n9jSEtLo27tGqz44gOnx43/U13vbsdLL0+nW5f2+Ph4O5ZHRoQRER7GuJenc/TYcQID/GnWtAHjXxjmSGOz2S55P9u993Tk3LnzTJ42iyNH4/Hx8aZcmVIseGcG93TJPd5ms5lFC95g3ruLmDd/EXPnf0haWjpFoyK4pVFdfv7hExrUi3PK+9Wps3h16iw8PT0JCw2mdlx1li6aQ7u2rfLU45XxI2lQvzavvzGPHr2fIDU1jRLFY2jXthXPDMg/CI2ICOPD92byv2Ev0LFrH8qWKcnr08bxyuSZhW6nMqVLYDKZGD5qAidOniYsNJi2bW7lxTGXN1UwPzOmvEi5sqV4a+77jBo7CX9/PypVKEvvfN5HJSJSGCZryiHXjykSEbnJZWVlUa32rdStU5N5sydf6+pccfv2H6RCtaa8MWM8vR/odq2rIyIics1ppElE5CIffbyMY8eOU6VyBZKSknlr7vvs2r3vhg2Yxk+cQVRUBMWLxXDw0BEmvPIaYaHB3N3hjmtdNRERkevCVQ+a1v61l5Xrt3P4+BkyMrN4fVhPl+kPHD3Fwq9+5ejJMwT4+dCuSQ3qVc17c7GIyL/F18eHefMXsXvvfqxWK1UrV+DTxXOpW6fmta7aFWEymRj70hSOHjuOp6cHtzSsy8Rxwws1PU9ERORmcNWn5/215wgpaelkZFpZ8MVql0FTaloGI2YuoVW9KrSoW4ldB4/z5uLvGXBva0rF6GV0IiIiIiJy5V31kabKpaMB2HHg2CVSwsYdB3B3c6N1gyqYTCYqlSpKjfLFWLVxp4ImERERERG5Kq7re5oOH0+gWGSw08vnYiND+O2PPfmmX7VhB6s2Gi+u7NfxFryy34siIiIiIiJyMZvNhr+//yXTXddBU1pGFt6ezi+h8/HyIC0jM9/0jWuVp3Gt8gCcTUrCarNd8TrK9SnA35+zSUnXuhoi/xk6Z0QKT+eLSOFd7+eLxcU7GC9UuFTXiJeHG6npGU7LUtIyNIIkIiIiIiJXzXUdNMVEBHMoPsFp2aHjCcREBF+jGomIiIiIyM3mqgdNNpuNzKwsrFZj6lxmVhaZWVnY7Xkf4lejfDEysrL4Zs2fZFmtbN93lE3bD9C4ZrmrXW0REREREblJXfVHjq/evIv5y37Js/yFx+7mTFIKMz74llEPdyA4wA+A/UdP8b7jPU3etGtSs1Dvabqe507KlXe9z58Vud7onBEpPJ0vIoV3vZ8vFrMZPz+/S6a76kHT1XI9Hxy58q73E1TkeqNzRqTwdL6IFN71fr4UNmi6ru9pEhERERERudau60eOi4iIiMjfk5JmJelcFlarnRtyWpH8Jxw9mYHtGrwGyARYLCb8/dzw8bL84/wUNImIiIjcYFLSrJxNziI4wB0PdxMmk+laV0luUhaz+Zq8O9Vut5ORaSfhrPF+138aOGl6noiIiMgNJumcETB5epgVMMlNyWQy4elhJjjAnaRzWf84PwVNIiIiIjcYq9WOh7uCJREPdxNW6z+foKqgSUREROQGYweNMIlgnAf/xj19CppERERERERcUNAkIiIiIiLigoImEREREbkujZ/4GmUqNbri5Sz8YCnBkZU5d/58odLv3rOf8RNf4+xZ55e2Xm4+AO069iI4sjLBkZUJi65G9dqtGDh4NKdOJVzWPvxX/J02uh4oaBIRERGRm1rrW5vy9fKF+Hh7Fyr9nj37eXnS65w9m/yP8snRuFFdvl6+kM8/nkv/R3qyZOkX9H108GXl8V/xd9voWtN7mkRERETkphYaGkxoaPA1yycwMIA6cdUBqF8vjtTUVJ5/cQrH4k8QFRn+j+t1KVarFavVioeHxxUv699q66tNI00iIiIiUqAN8TaGrbTSc7mVYSutbIi/+i8qLciBA4fp0esJipWpS7HSdeh+f3/27jvglCYx8Sx9Hh5ETMnaVKrejKnT32LE6IlUr93KkSa/KWOTp80mrv7tRBWvSfkqTejcvR/HT5zk519+p/sDjwFQo25rgiMrO/LKL5/U1DRGPf8K1eJuJbJYDWrUac3zL052uV+VK1UA4MjReKflW7ftott9j1KsdB2Kla5Dr4cGcvzESac0f23dwW133kdU8Zo0aNKeb1f8RIvWXXnsyWGONI89OYwWrbuy/MvvaNCkPVHFa7F+wx8AHD58lD4PD6JUhQZEl4zj7nv6smv3PqcyCmobgMzMTEaMnkjVuJZEFqtB+apNuL/3k2RkZBTYRqdPn6H/E0MpXbEh0SXjaNexFxs3/elUZvXarRgxeiKvv/kOlWu2oGT5BvR5eFCeKZJXikaaRERERCRfG+JtTF1vx9sNQrwgIQ2mrrczIM5Grchr+9t7enoGHbr0wd3djSmvjMHNzcL4ia/RrmMvfv5hKUFBgQA8NuA5fv19Ay+9MISIsFBmzprP7r0HsJgLrv8Hiz5l8tRZjBr+NBXKlyHhTCKrfv6NlJRUqlWrxPOjBjNyzETmvz2ViIgwPAsYobHb7dzX6wnWrdvEoIGPUL16ZY4dO86a39a73LcjR45hNpuJjYlyLNu77wBt2vegZvXKzJwxHqvVyksTpnPv/Y+x4qsPMZlMpKSk0vmefoSHhzJ75kTS09N5btQEEhOTqFihjFMZBw8fYfTYSQx++lHCwkIoViyaM2cSaXPX/QQHBTJpwih8vL2YMuMtOnZ9iLW/LMfb28tl24ARUC3+eBkjnxtI8WIxnDx1mm++XYnVWnCw3aP3E+zbd5DnRw4mJCSQ6a/P5a67e/PjisWUKlncke6Tz7+icsXyTJk4miPH4hkx6mXGvuTPKxNGumzPf4OCJhEREZGbxDPfWwtc17m8mQbRxrud1hyxs3iHje2nIcMGbhfEF1k2WLzDTq1I4+/Ja20cTs7/TTj1i5roUuHKBFcLP1jK4SPHWLt6OSWKxwIQV6saterdxrx3P2Lgk33Zum0XX379A2/PepUO7W8DoEnj+lSNa4mvj0+BeW/Y+AfNmjWkT+/ujmXt2uaOTJUtXQKAalUqUqxYdIH5fP/jL/y4cjUL3plOm9taOJbf0/Uup3R27GRlZWG12ti05S8mT5tNzx5diAgPc6R5edJMIsJDWbTwDcc0usqVylPvljv5dsVPtG7VlIUfLCXhTCLffb2IolERAJQoHkurO7pzsYSERJYueouqVSo6lr04YRopKan8tGKJI+isV7cm1eu0ZsH7H/PQg/desm02bPyTuzu2pXu3DgBYzGbuandbgW204vtV/Pb7Rj7/eB6NGtYBoHGjetSo05rpr89l8sTRjrTubu68N28abm5GCLNj5x6WfvLlVQmaND1PRERERPKVZgXLRe/ItZjg6LlrU58Lrd/4B9WrVnQETADRRSOpV6cmv/62AYBNm40pXre3buZI4+3tRdPGDVzmXaVKBVZ8t4pxL89g/YYtWK0FB5uurPr5N4KCApwCpvwsW76C8JjqRBWvSZt2PQgLC2H8i0Od0qz8aQ1t27TEbDaTlZVFVlYWxYtFUyw2mo2b/wJg46Y/qV6tsiNgAiOQDA8LyVNmVFSEU8BklPErzZo0pEgRP0cZfn6+1KhWyVHGpdqmapXyvL/oE6bNmMNfW3dgt7t+teyGjX8QGhLsCJgAfH19aN2qqeM45rilUV1HwARQvlxpTp5KcEz9u5I00iQiIiJyk5jUwlKodA2iTTSItjBspZWENPB1z113PhOCvXL/Hljn2vwGf/z4ScLyCQbCwkI5dPgoACdOnsLPzxcvL0+nNKEhQS7z7tG9E+fOneed9xYz8dWZBAcH0rtnN4YMegyLpXBtCJBw5qzTaFFBmtxSj1HDnyY9I4Ovv/mRqTPm8OL4aYwe8YwjzemERKbOmMPUGXPybJ9z79Pxk6fy3beQkLwPXsgvkEpIOMO69ZtZ+umXedY1bVwfuHTbPPPUI5hMZubM+4DRL7xK0agIHu/fm0f63p/vvh8/firf4xgeFkJi4lmnZQH+RZz+9nB3x263k5GZecUfYqGgSURERETy1bm8ianrjZECHzdIyYLULGP5tRYREcb2HbvzLD958hRBgQEAhIeFcu7cedLS0p0Cp1Onz7jM22w20//hnvR/uCeHjxxj8cfLeGHcNIpGRtC7Z7dC1zE4KCDPgxryExDgT80aVQCoX7cWp06f4Y3Z7/LQg/cSE23c1xQUGEDbO1py/71359nZmb4SAAAgAElEQVQ+JNgIlCLCQtm1Z3+e9adP533nk4m8xzAwMIA2tzVn0MBH8qzz8/MFLt02Xl6eDHv2CYY9+wR79h7gnfmLGDZiPGVKl+DWFo3z5BsREZrvO6lOnDxNYPZxvB5oep6IiIiI5KtWpJkBcSaCsx8CEewFA+JM1/whEAC1a1Vj85atHDhw2LHs6LHj/L5uE/Xr1QKgRnUjEPny6x8caVJT0/jxp9WFLicmOoqnnuhLqZLF2LFzDwDuHsbQW1p6usttmzSuz5kzZ/n6mx8LXR7AkMHG0/lmzpp/QV712LZ9FzWqV6ZmjSpO/3Luq6pZowqbNv/F0WPHHdut37CFEydPF6rcpo3rs33HbiqUL5OnjLJlSuZJn1/bXKh0qeK8MOZ/eHp65LsejOmDJ0+dZvWadY5lKSmpfLviJ8dxvB5opElEREREClQr0ux46MO1kJGRyaeff51n+R1tWjB1xhy63vcIQwY/jsViZsIrrxMSHESv+7sAUKliWW5v3YxBQ57n3PnzRISF8vqb7+Dt7Y3ZxdPzBg4eTVBgALXjquNfxI9Vv/zOnr0HGDX8aQDKljYCiHnvLqJThzvw8faiUsVyefJp3rQhLZo3om///zH46UepXq0ix4+fYvWv65wecHCx6KKR3NP1Lt59bzH/e/pRAgL8eXbQY9za5h663fco93XvSEhwEMfiT/DjytV079aBWxrV5d57OjJpypt0v78//3umP2lpaYyf+BqhIcGYXOxvjv4P92TRks+5q/OD9OtzL1GREZw4eZrVa9ZSv14t7u7Y9pJtc3/vJ6lerRLVqlTEy9uTz5d9S1aWlYb1a+dbZsvmt1Cvbk36PPwMI58bSHBQIDNmziMtLY0n+ve+ZJ2vFgVNIiIiInLdOnfuPL37Pp1n+WdL5rL0o7cYPuplBjw9ArvdTqOGdZn/9lTHk98AXpv6Is88O5ahz43D19eHPr3voXjxmDzvAbpQnbjqzF+wmHnvLiI9PYOSJYoxZdIY2rZpCUBsbFGeHzWYWW+9x+w5CykaFcHmdd/mycdkMvHu29N4acJ03pj9LqdPJxAZEU7nTm0vud9PPfEQCz/4hLff+ZCBT/alTOkSfLN8IS+On8bAwaNJS0snKjKcJo3rU7JkMQB8fLz56P03eebZsfR5+BmKxUYzesQzjB47iSJFfC9ZZkhIEN8sf58Xxk3luZEvczYpiYjwMOrXq0WliuUL1TZ1atfgk0+/Yvrrc7HbbJQvX4Z35kxxTD/Mz7tvT2PE6IkMGzmB9PR0atWoyieL33Z63Pi1ZrKmHHL9SIv/qLNJV+dFV3J9CvD3Vx8QuQw6Z0QK779wvhw+nkZMhNelE96EsrKyaNSsA3E1q/L69HHXujpX3IEDh6nTqC2TJ47mvu4dr3r5FrMZq+3avhDZ1flgMZvx8/O7ZB4aaRIRERGRG9Ynn31N/PETVKpYluTk88x/bzF79h7g9WkvXeuqXRGTp80mMiKM2JiiHD5yjMnT3yI0JIh2d7a69MZSIAVNIiIiInLD8vXxZuEHS9m37yBWm41KFcry/vzXiKtV7VpX7YowmYwX4cYfP4GHhwcN6sXx/KhB+Be59GiKFEzT8+SG9F+YOiFyPdE5I1J4/4XzRdPz5Hpxo0zPu/bPixQREREREbmOKWgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIjIdWnhB0tp3roLxUrXoWT5BjS99W6eGzUhT7oTJ0/x3KgJ1Gl4B1HFaxJbqjbNW3dhxsx5JCUlO+UXHFmZ4MjKhERVoXjZetzSvCNDR4xj3/6D+dYhKfkcL02YTv3G7ShaohbFStehbYcHWPrpV9iyH6U9fuJrlKnU6Mo0QgF+/uV3giMrs3XbLsey+OMn6XrvIxQvW4/gyMr8/MvvPPbkMFq07npV63Yj0sttRUREROS6M3nabF6aMJ0nH3uQkc8NJD09nU2bt/LRks95ccyzjnQ7d+2lQ+cH8fb2ot9DPahUoSwZmZn8vnYT02bM4c+/tvPGjPFOeX+6+G28vL04fz6F7Tt2M2/+It59bwlz35pMq5aNHelOnjxNu069SEpK5tGHe1KjWiXSMzJY9fNvDHhmJJ6eHtxxe4ur1iYXqlatEl8vX0jJErGOZa9OeZO/tu7grZkTCQwKoHy50kRHR5Kamn5N6ngj0ctt5Yb0X3jxoMj1ROeMSOH9F86XG+HltpVrNOeO21swcfwIp+V2ux2TyeT4u1mrzmRlWfnis3fxL+L8ktKk5HN8u2Ild3dsCxgjTY8/NZyDe37Hz9fXkS49PYN77u/Pps1/sXntN/j7FwHggT4DWLt2E999vYiiURFOeR8+fJSk5HNUqliO8RNf4625C9m99Zd/tQ0uV8cufShSxI/5b0/91/NOTU3D2/vy+5RebisiIiIiN7yNpxMZsWkbfVZvZMSmbWw8nXhVyj17Npnw8NA8yy8MmH5ZvZYtf2xj1HMD8wRMAP5F/BwBkyuenh5MeHEYZ88msWTpFwAcOnSU5V98x8An++UJmABiYopSqWK5fPM7fz6F/w19gbqN2hJdMo4adVozeMhYkpLPOaV7d+ESGjRpT9EStShTqRF3dujJtu27HesnT5tNXP3biSpek/JVmtC5ez+OnzgJ5J2eFxxZmZWrfmXZFysIjqxM9dqtAPKdnnf48FH6PDyIUhUaEF0yjrvv6cuu3fsc6w8ePEJwZGU+WrKMRx8fSoly9bn3gccu2Y43Mk3PExEREZF8bTydyPSd+/C2mAn2dCchI4PpO/fxRLmS1AwJvKJlV6tWkdlzFhITHcVtrZoRHJy3vNW/rsPNzY3Gt9T7x+WVK1uKokUjWbd+M717dmP1r+uw2+20bHHLZeeVmpqG1WrjuSFPEhoSzJGj8UyaOovefQey5IPZRt3XrOOZ/z3P0P89Tp246iSfO8fadZtJSjbuwfpg0adMnjqLUcOfpkL5MiScSWTVz7+RkpKab5lfL1/I4CFjCfAvwvBhT+Hp4ZFvujNnEmlz1/0EBwUyacIofLy9mDLjLTp2fYi1vyx3Gk0aOWYid95xK3Nnv4rFcnOPtShoEhEREblJ/G/DXwWu6xQbRf2wYAB+PZnAx4eOseNsMhk2O27m3NGdLJudjw8dcwRNU7ft4UhqWr551gsJ4u7iRf9WXSeOG06PXk/y2IDnMJlMlCtbinZtW/F4/96OUaX4+JOEBAfi5eXptK3VasVuN+5AMZlMWCyWQpVZNCqCEydPA3As/jgAMdFRl1330NBgJr080vF3VlYWxYpFc0f7+zl8+CgxMUVZv/EPKlcqx8An+zrStbkt9/6oDRv/oFmzhvTp3d2xrF3bVgWWWSeuOkX8/AgMDKBOXPUC070+az4pKan8tGIJQUHGMaxXtybV67Rmwfsf89CD9zrS1o6rnmd65M3q5g4ZRURERKRAaVYbFpPzMosJjhYQJP2bKlcqz6+rPmfh/Bn06XUPdrudVya/QcvbunLu/HkA7Djf35SjRNl6hMdUJzymOuWrNil0mTmB1oXyyb5QPvzoM5reejexpWoTHlOdO9rfD8DuvQcAqFqlAlv+2MawkeNZvWYdGRkZTttXqVKBFd+tYtzLM1i/YQtWq/XvVeQiK3/6lWZNGlKkiB9ZWVlkZWXh5+dLjWqV2LjZOahudWvh2+5Gp5EmERERkZvEy7UqFypd/bBg6ocFM2LTNhIyMvB1y71kPJ+VRfAFU78GVCz9r9czh6enB7e3bs7trZsDxj1AA54eyXsLP+aRvvcTFRnOqdNnSE/PwNMzt07LP30Xq9XKO+99xLIvVhS6vGPxJyhXpiQAUZHGfUyHjxyjVMnil1XvZV+s4NEnhvJgz24MH/oUQUEBHD9+kvt7P0l6mvEku2ZNGjBjygvMmrOAN2e/h6+vD13vvpMxIwfh6+tDj+6dOHfuPO+8t5iJr84kODiQ3j27MWTQY4UeOctPQsIZ1q3fzNJPv8yzrmnj+k5/h4eF/O1ybjQKmkREREQkX51io5i+cx+QhY/FQorVSqrVRqfYy5+y9m+4/967GT12Ert2GQ8taFi/NllZWaz65TdubZH7qPBqVSsC8PW3Kwud946dezh6NJ46tWs48jaZTHz/wy+XHTR9+vnXxNWqxisTcqfo/bJ6bZ503bt1oHu3Dpw6lcCyL1bw3KgJFCnix6jhT2M2m+n/cE/6P9yTw0eOsfjjZbwwbhpFIyPo3bPbZdXnQoGBAbS5rTmDBj6SZ52fn6/T3yb+5jDbDUjT80REREQkXzVDAnmiXEmCPTxIyMgk2MPjqjwEAox3JF3s1KkEkpLOEZY9AtKoYR2qVa3I2JemkHzu/N8uKz09gyHDxxEQ4E+nDm0AiI0tSts7WjJ52mzij5/Ms83hI8fYum1nvvmlpaXneRDDRx8vK7D80NBgej3Qlfr1arFj554862Oio3jqib6UKlks3/WXo2nj+mzfsZsK5ctQs0YVp39ls0fZJC+NNImIiIhIgWqGBF6VIOlitzTvSJvbm9O8aUPCQkM4dPgoM2bOxdvbi+5d73Kkm/X6y3To/CDNW3WmX58eVKxQBqvNxt69B1j62Vf4+vjkyXvjxj/x8vYiNTWVbduNl9seOnSUuW9NdryjCWDS+JHc2akXLW/r6vRy29Vr1vHW3PeZOX1cvo8db9akAYOHvsCkKW8SV6sa3373Ez+t+s0pzbiXZ5CYeJZGDesQEhzElj+3sXrNOkY+NxCAgYNHExQYQO246vgX8WPVL7+zZ+8BRg1/+h+1a/+He7Joyefc1flB+vW5l6hI4+EXq9espX69WoV6RPvNSEGTiIiIiFx3Bj/9CF98/QNDh4/jTOJZwsNCqVunBnPenETx4jGOdOXKluKHbz9i2mtvM2vOexw5Go+bxULp0iXo0O42+vW5L0/ed3V+EAA/Xx9iY6Np2qQBDz90HyVLFHNKFxYWwrfLFzJ95lzeXbCYF8cfwd3NjapVK/LimGe5rVXTfOve64Gu7D9wmDdnv0daejrNmjZg1syXaX1H7pPwatWowsxZ8/n4ky85d/48sTFFeXZQfx7pazwwok5cdeYvWMy8dxeRnp5ByRLFmDJpDG3btPxH7RoSEsQ3y9/nhXFTeW7ky5xNSiIiPIz69WpRqWL5f5T3jcxkTTmU9zEhN4Dr/U3dcmX9F97WLnI90TkjUnj/hfPl8PE0YiK8Lp1Q5AqzmM1YbbZrWgdX54PFbMbPL++LkS+me5pERERERERcUNAkIiIiIiLigoImERERERERFxQ0iYiIiIiIuKCgSUREROQGYwLs9hvyWV8il8Vut/8rr+hV0CQiIiJyg7FYTGRkKmgSyci0Y7H887BJQZOIiIjIDcbfz42Es5mkZ9g04iQ3JbvdTnqGjYSzmfj7/fNX0+rltiIiIiI3GB8vCwBnkjKxWu0obJJrxWw2Y7sG72kyYYy4BhRxc5wP/4SCJhEREZEbkI+X5V+5WBT5J/4LL4MuDE3PExERERERcUFBk4iIiIiIiAsKmkRERERERFxQ0CQiIiIiIuKCgiYREREREREXFDSJiIiIiIi4oKBJRERERETEBQVNIiIiIiIiLihoEhERERERcUFBk4iIiIiIiAsKmkRERERERFxQ0CQiIiIiIuKCgiYREREREREXFDSJiIiIiIi4oKBJRERERETEBQVNIiIiIiIiLihoEhERERERcUFBk4iIiIiIiAsKmkRERERERFxQ0CQiIiIiIuKCgiYREREREREXFDSJiIiIiIi4oKBJRERERETEBQVNIiIiIiIiLihoEhERERERccHtahdos9lY+sN61mzZTWaWlUolo7nvjgb4+Xjlm/6bX//kp/U7SE5Jxd/Xm5Z1K9OsdoWrXGsREREREblZXfWg6avVf7B55yGe7XUnft6ezF/2C3M/XcUT3VvlSbt550GW/bSJp+5rTanocPYePsGUhd8QHuxPpVJFr3bVRURERETkJnTVp+f9vHEntzWoQlhQEby9POjUMo6/9h7hVGJynrQnzyQTEx5EqehwAErFhBMdHsThEwlXu9oiIiIiInKTuqojTalpGSQknadYZIhjWViQP16e7hw5cYbQwCJO6WtXKsnqzbvYfeg4pWLC2XPoBCcSkqhcKjrf/Fdt2MGqjTsB6HVnA4pGhF65nZHrXoC//7Wugsh/is4ZkcLT+SJSeNfz+XLu3LlCpbu6QVNGJgDeXh5Oy308PUhLz8yTvoivFzUrFGfye19jt9sB6NKqLtHhQfnm37hWeRrXKg/A2aQkziYl/ZvVl/+QAH9/HX+Ry6BzRqTwdL6IFN71fr5YzIWbeHdVgyYvD6O41LQMp+Up6Rl4ebrnSf/Fqs2s3bqP5x5qT1RoAMdOJfL6ou/xcLfQqEa5q1JnERERERG5uV3Ve5p8vDwJ9vflYHzuPUknzySTlp6Z7+jRwfjT1ChfjKJhgZhMJoqGBVGjfDG27Dp8NastIiIiIiI3sav+IIhbapbjmzV/cCoxmdT0DJZ+v45KpYrmuZ8JoHRMOJt3HOR4gjGkd+xUIpt2HHS6J0pERERERORKuuqPHL+9YVVS0jIY9/YysqxWKpYsyoN3NQHgtz/3sPCLNUz9Xw8AWjWoQmp6BlMXfs35lHR8vD2Jq1iC2xtWvdrVFhERERGRm5TJmnLIfq0rcSVczzecyZV3vd90KHK90TkjUng6X0QK73o/XyxmM35+fpdMd9Wn54mIiIiIiPyXKGgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIiIiLigoElERERERMQFBU0iIiIiIiIuKGgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIiIiLigoElERERERMQFBU0iIiIiIiIuKGgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIiIiLigoElERERERMQFBU0iIiIiIiIuKGgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIiIiLigoElERERERMQFBU0iIiIiIiIuKGgSERERERFxQUGTiIiIiIiICwqaREREREREXFDQJCIiIiIi4oKCJhERERERERcUNImIiIiIiLigoElERERERMQFt2tdARERuXI2xNtYvMPOkXMQ7Qedy5uoFWnOsz4+NYlIb6vTelfbXirfv1unf5LvzeBatHth+9C/me/1Xp9etTIpV+TKtu31sJ/XQ5ki1wuTNeWQ/VpX4ko4m5R0rasg/9A/+ZDdmezNvA3nbvgvE5WpMl2t2xBvY+p6O95u4OMGKVmQmgUD4vKu9/d2Iyk1y7EeKHBbV+ty8nVV1yuV781+PP/utv/0WP/b+f4X6pNht/B4Dds1aYObqcwb5dy9VmV+uCuB9/fHk2RNw9/iRfcSkXQrG/yPy3SVb37bNS8X6Lguv1SdrgWL2Yyfn98l0ylokkK52h8E//TCasYmMx4m62Vtm5pl5/WN4GEGLzdjeboVelQGdzMs2Ipju9NpkJYFXcpDmSAz20/bWLzT2DbYC7LsxvYPVoXEdPhgG3hawNfd2C7NCn2rgb+nyVEfT4tRn7Qs6FfdaLs3Nxl18XU36pKaBQ9Xh2BvM3+etPHhdvCwGOWmWyHDCs/UAU83I1+7HUwY6zJtcGdpI99le8DHHcK8jTJTMqFVCWO+7tLd4GUx6pNuhQwbPFYDmha3sCHexqtr7ZjN4J29Pt0KD1QBC/DOX1DEI7dtkzPg/spgt8P8v4w8PS2QagWrDZ6pYxyTyevs2OzO+9GuDJQKNLP7jI3vDxpt4OMGp9LgfIbzvnhk52u1g9lkHE+r3c7Lv+WWmbMvncsZ2322G/yy63o2HZIzoUs5KB9iZsdpGx/tNLbzsoDFnNtPDifbWbAVPN2MdWlWSM+C7hWNfZ//F47jeSbNKLdbBaPMD7fn1sdkMtYNiDMR6mPi96M2Fu3ILTM1ux16VIKYIsbx9HKDLGtume3Lgs0Gn+8x+miod27f61oBluww2soje06BHWM7Pw+Ye4eFYSutJKRBaibYzWasVhvpVqOtTcD5TAjyMvYLjHayZn9jpGQYbZAjPQuKB8A9FY262i7se1a4vSSUDDTx/jY7GVaI8M2ukx2OJINvdhnnL8rXzQyRvsZnw8TfjXxzjmemDe4oZZTzxV4I88nte6dSoU1JKBloZm+ijS/2Gv3L04KxAUbbJ2fYmbo+d11OP7mjlJFm5aHcvncy1WiTNiWNtvxqH7ibjO1sGP1kQJyJauEm3t5iM9abnetr1Aneze4nJiAhLXedHfhqr7Gdlxt4u+f2vZkb7SSl5213Xw/4Xz0zKZl2pq634242lmdk70urErA2PrcvhHqDxWTsiwkj/3OZ2W1D7nEL9oIQb6N+OfufU6aPu3FMFu+wk5JptL1Xdr1Op+a28cX9JCMLSgcZ/0/I/hzN6VM5+2LK7geB3uDnntv3bPb8+0hO33u5udGnDyYZ59eF6308csuP8svte4cv6HsX1zWn7wEcPZdbPkCG3YS3xU6X7DbwyP58B0jI7id++fRp7+xzK9jLaONDSfkfz5zy/bP/n5RutIGvR2675+TrYYFAT6PMQE84npJbpumifAM8jePtm92vzmU4l+nYzmT0k/OZRl1vL2Vm3h+2fNs+zNeoZ0KaUZfEtLz7krNd8AV9z2wyjn9+eQZ5wxu3Gd85U9bZSc9yPo9uL2mk/WofBHoZ+52SZbRR89jcdY7zz2ZsN7xB7nVAptVoY+dz08S+RDvfHTDy9XGDpAxj39pkfyZ8udf5vPawwMDaRr5jfk8kxS0eqykNi90Lj8xIOpYIAOCb/UZb+rjB+Sw4mQJtS0GpIDN7z9j4eP9ZMtyNbT3woogtkqFxgRxPsTPjj9x1Ofl2KhGA2QQ/Hsq9NjmeYhzXtqXgWPpZVpzajxkzFpMFO1bs2OhXpgStYoL4eKeNpfvz5tuxRACVQmDy5rOcd4snw56GyZa77lj6Wb7LztfNbAGTFavNxkNlSnA+JSDfPO8tH86tsZn8ePQMs3bvx2wy42GykImxbb8yJa5p4KSg6SYNmq63AGb9MSuvrssNRHKCgs7ljC/Kz/fkXmQnpBlfDK1KwO/xxoe5h8W4iADjQznYy/j/9tPG8px1mTbjQrNeURM7Eux4e7jhaTJ+NT+SbKz3sBhfehlW40PbBpQJNNYFe8GBJDiRYnyI5siyGXX3dTc+7H3djTy2J+SuqxBi1CfDZmwb7Wd8MZ3PNAKDo+dy112Yr6cFqoUZ++3rDnsSjQ/gnHwhd7sQb4jwMfJ0zw6SLizzwnyrhhltkZBmfHmdzXDel5x8AzyMCw0wgpsjyc5lXphnmUCYeZtxQbIvERIz8rZRzv+rhOWu23Y690v74nz93KFs9sXTkXNG21+cZ07bRvoaX2Bg1PN0Wt42AvB1g1Af43ha7bDheP7HE4xgIOfC/XSqUYf8jqcZY1nOxcO208YFZn755lw4+rob6Q8k5X88wbnvVQo18f5We75tH+wFpQON4+ntZvS9/I6nmxli/MD/gr6396zx5X7hBaTdbrTNt90s9FxuJcTL6HtZdhM2uxFoZ9qMtO5moz0jfIy/z2XA7sTcdRfnG+INxf0L7nsVQmDTCeMCJ/s6ApvdaNMLy7ww32hfIxAs6gd7E3PzvLgNCup7Fx9PMOrp5260bXKmsb6gflLovuduXGQGe8HIRmbuXmrL93h6mI02smVvczrVuNDJ73haTFA+OLfvrY832ubids+0wVO1Taw5Yich+4L1QJJzmWnW3LYtE5j92WqHXYnGjyb5HU+LyTj+IV7GZ21O38sps0a4cTzdzRBbxOh7AKdS4PC5/I+nGeM8sYOj72XYnPPN2e5y+96CdkafTsuEpMy8bQR/r+/ZAexwIjV3XU5gWSMctpyEqqG52+4+k3shfnG+Id4Qnh2IplmN8yS/4wlQMTg3mDiSbPwAd3G7m0xGPyrub2x7KvuzLL82yrQZbR5TxFiX0/cubneTKbfv2e1GXcsHm1hxwJ5vvl5uxndeiJfxHZ/T9/LL93L63vIuxnfOqVQ4lJy7/uJzpYR/bt87kmx8n+Wsu/D8s9uhVoTx/4Q0OHYut+9d/J1j8TyL3SuedHsabniRlhyJtz0g33yL+hrfJYnWs2xN24/Nlr1Ddjt2kw3v9BK4WwOwup3F3dfI09PkxfkkI88KIfBH4llSPfdjspsBC55uVuwmG2XcipGYYeeI7aBjHdgc+XrZAyjqlxuw7z5jHAMPM5z32oHVlIEZN+zmdCwmMJlteJrceLBMLDO3pJDpcRyT3QJ2d8Ao0ys9hmJFzBywHcQdMxlWC5n2LOxY8UovQab7CaymDExmK5iseJjN2LDjaXIn83wY6R7xRp5YsvO04pkVyQMVPVm4/yBp9kw8cMfDZETUGfYsfMwefNKqEtdKYYMm3dN0BV3LqRshXsaHwtT1dgbE5Z1CcPF6gCnrjA9EHzc4mAwvrrHTvJiVNUchOR0CA3M/oE+nwphf7JhMRhCS8wFiy/6lf/EOO7Ui4aMd+Qci8/40/h/klXuym0zGBcyyPc5f8GB8QUX6GAGIPbucdFtunnY7JGbB8fN2TqdAOV+wZhnrMmzG+pwPUnezccGSU18fNyPf85nG/80XXJTY7bmjKT7ZZ4vZZFxw2e1GPauHm9h5xk6IB5jNxhcCGOkPZ9e3SPY+5gR67iajXkfOGcciJ1+Lyfi1OueD3Ct7RCKn+XJ+SWoaawSHwZ5GmY4vHLvx65XZZOSb5ZHb9na7sY9gfMFd+Muer5tRLrybSt8AACAASURBVECIR/bnfXZ+NrvxZQ1GfX09ci8k7Nnr07Lb2scdJ77uxsUOJqMNci74TBhtePSC9snwzA6wjO8aUjLhlhgTe87YHb/YgvHrrcVk/FKH3diXnP33sOQeT5s9u21NOKJrW/YojJ3c0ZOc7YKyf6msGma0bZBnbl1z2v7oOSPgCPDI+yWfajWCqZzA3s3s3E/AuGDL2c5sys2zdUkTJpPdsd50Qb4Z1gv6icnII+dYp/yfvTePkiSr73s/N9bcat+ru6r3baaHmR4YhhkYdhCLEAIhCyQkgcXDloBjGcuWfCRsyciWjyUfS2DjJywkPyMsJEHzEIYnkFmMZobZe9bet9qra8nKzMolMrb7/ojMrC2z1q7p6un7OWcYpiLvjRsRNzJ/3/tbrr/wPDWxdO5NFCJjIu9FRk21T8dfuPZdqeh7oCsBaBpBEOD4C6v7eXdh7kJ07VWDM+9G87O6cFH2YVfTwlgDKxL4onIdeQ/evFcw50jKwUKfQkT3s/qM8y7EzEXPjEgwjeUj8bJ4IaXaLyzc9ypd8UhgvX5QcCkjaYst3PuEsXDvvTAyzJc/z2q/i+deU+V9Kiw6Z7WduWjuGZXvgcXH5aJ+M+UFD0a84vlZ/H5W2y0e73g+WuTIOpX7U32eFY/GkfbI+9BR8XR3xRemft6D3lS0oh9b9K4X/cjYLvsL86Q62JIfLRS12hVPk7kgYJyKt/KdBzSy5TB6Zou+T4SAfYvnyTIvQn/FNkk7kYioepqq/VbbpZbPvealfUqia3Qqcw+iOT0yD93m0jlf7bf6XVUdZ4u9bO4ZrJh7EN3/7sRCWy/UiBshb98vyJUlRX/ht6wjvsjTJKN+q9+3CTO67/2p6N2uio7a81w01nII1de92Y6GlbLgHQc0Movuu7noee5qiubi8vte7bfFjr5bk2Y0lu74yvseMxbmXnWsDwwILs7JJddSfZ7dyejdqHqauuMrr2XGz+KYk5wLHWwZo0X2MtDUsqqnCaL3vt2O5nOVxe9nPJ5lXJtkyIuESGusFyuIJt/i9y9quPCbY1pZnMQkHpEoag56Cd0W3rRHcDaXoWhdxZQaJiY+LiSvIst7scIWYvEs8/okfqVtqPcymk8xpg2D5oG24IuwZAzfnsTwoGxfQkodAwNXOoTJS7heF62tFl5pFkvT0DAIcPGEi0Ry2rsYdaRXZztYMokEfHsSrdyMr+U470diTCRiJIMO3EBH6g62MBGAJ0JCAkCSDz0emp3Es/MgJDoCQwqonNuJX+ZCAEJIAgShtnADfXsCKTxsYRIIn5AQnxBZ6ZfYCAiJho4pE5U+JWVrhCcyKQqhgyZEZSwRJjq5wOFmQImmbWIrAkbKKFzE1iODZbIAv/+Y5FdOBCTNKPTFqBhWV7Lwuz+SvH1/wCNj0Q+olNGXYfUL/DNPSu7tD/neUPTFrovIeKx+WX/lXPSC6wLGCwvX4IeRG7oqYLxFqyu6WPjSqh6rYojoiwkiwy1uRJ8XIjLsqBiRVcO5StyIhFFh0Q98NZRBEwtf3hCJiIS56Ivdiwyqf36vxn98LKTogS0io+5ga2QAtMWivjLl6N5olbYFL+q3P7Xg9alSWGQELz422Lxw7BeOa5ydDVa0LfrRuZe3bdRv1chodM5qn3ua4aN3aVzNrjzn8rYtdvRP9VjVs7S8XSmA451rj7VqZA82Nz7nYjriC96ktcban1p6bF8LvOewxuMT0XVW516LHf3/RtdSfZ7rOWeVJiuaDwdj8KE7NM6n6z/PjcwTW186T1Yb6+sHBd+5sr5+q9dW8GDfKvNkX0u0oLLcEyyBXz4RTf7Fx5vjglwp+m6oHv+jJ2XN2C/60XveyMMsBLz/aGS4p53IyKtOk4IHA83w9v0aPYnou6+6SFH0IxHwsbsbe66r4Ug1gbeo3+pcXD734mZkQL7roMaPxuq/K6vNk8X9Vudesx0JjsXH6vVpaIJjHWv3WzVcE2b9Y4ufZ3+q/vOE6N4dbhe19zNpLtynghd5FqptY0b0/VnwVkYM2PpCvyHwkZctHINoLlbn0K+cENzdK2ithBh7YfRbsPh4tW1s2fx735H6zxrgYyeWnnM9c4/K3IPGc37xeJbMPWPpOevNvXrHdCn42F3RgmV7LKyNN1EJlwvk5vpdfg8WL+ZVx3p3r6DNXnqd1ef50XX0+3tPZhimYvSbMZKil4/d3Vo7Nm1Ex6a8GEm/l48eaeXuXkHCEPzekxlmjAXBkBS9fPiO1iXPrCO+8Fw+drfgwnyGz1+8iq5FIqQsXSbCq7zr4F4ONbXW/S756J3RWJcs7Cx6jwaaI8/Oee8qJhVxI10muMrh1r206i0MO1kyYsGz0yJ72R1rWWinacQxCXHJalc5FN/DOw508PnLk5TCEJcAgYeGhtAkWmKUbt3nsj+6cE4crsjzxA0bnxISgVb5BwSm0EF3sKwJCqFPmQCIVnBDTeLbk8zThG5E99MQ4EkoU1kUECEIEAg0on/HNIEvo35D8wwXwjwGBhoCV8tR0jIkzDjNwqQsAyxhYGARygCPkLim8freDp5NF5BoWOg14e1KjZCwssArKmMADYFEYBouCS1OMXSxhIXEJJQhHgExTeBKL/ocGnalT09GMdFv6G3nQsbDlSGWWJAfHgHN+rJVrx2K/q9/85O/faMHsR2Uy+Ubev7PPhnih9GPV9qJXOZ5D340Fq2c/MUZybwb/TA12wurp9+4BN8bjuJy8x7MVf6d92AouxDuI4kEiRNEqzkX0lGuhxdGXzqd8Wiim1rURheRwBJE56x6POKVnIycGxmO1ZC4hFERNCIy0m0jOl7z/FRWEvtSkXHYm4y+KDsT0X/3JOFNezUen5AYWvTfbZW4Y1OPVqt7kpGxXl0dN6NvBAaa4UPHBU9ci34kmqzoByjKERLc1il4ZCIyXmKLchA+eqfgULtGZxweGheEYSW2v+Ip+sjLBMe7BA+NLZyv+gNW7ffBscoq1AaO9aUEbTE21VadU51zO895d6/Gnubo3Z8qRivl1b8D9KVE7fh0SdAVl7Xji48tb7vasdWuoy8ltqVf9Tyj57naOVdru9lnsnwOXa9+d+J4XJHhkewQQ/4Ynp7lA7eneH2/ta5zLm/73gMmb9mTuCHXOVnO8qPsFZwgwJOAcNFjabqTITNejrPOGF4gCUIDTfMx47Pc3WWzKxFnys3xo+wVykFIEBromk8iOcdrehPc3R1veJ1/OXIVKUL8wKAchBiapDMBZeHwwUPdDdtV5/R3xrKMM8RkOEY6zOL7Jv/ojjhPF64yUwrxhYePh09AKAOElaMrVeL5whgBATYWLj7ZMM3hDpcR/xpZL0AKCCotfenRkSzzrsEevj42wrwnCUWAROIT4ssANJeCyOAEAaaIVTwm4EoP2wxoNk3Kvk5MxLGFhcDEDwMOt9q4lKMcQiEq8kMgpEaTBR86MMBowWHWCRBCQ0dHx0KEOre3JumJxZgradgihoVJiMAPAw60mMwFBcoBSCFrYgcJ7TGNd/T18lwmhxQSAz3yM4XwkQN7ed++bh6fyZEugSFMNBHZWUEYctuic1rCxsZGx4JQ40hrjHf29/LE7BwIKv3KSr/7KIUe6ZLAFFatTz8MuKOziX96bB9maPPkbBZEJCyrOU0f2r+b4x2L3IkvMpoQWJa15udUTtM2Uc0VECIKp5ot1Y8Dt3U4WFmJlxKem4lWem0tEgWaWPCIGFq0ItlRSSDNLNKF1RXpQiW0pSO+kMht6/CxuzX+y1Mh827kLtfEQgLwaqvg7bH6K3fbXW1ncaWs8fzCKuvyEMV6x2Chet5G227lnNvRrzqnOuf16Hc9tDQ3X7fvzesxno32q57n2udUbI5Tsxk+e/4KscqPsZQQCMEvH9zDiY7WdbW1hSBp6JTCkFIQ8onD+9Zsux385qnTXC0Umff8WpirH0qsyrW1WCa98cgomCu7jBYdLE1wpKWJi7k8vpTEdR1TE/TFYxSDgHbL4k29nfw/l0dI6BoxXSftesx7Pi9rbeb8fJ6+eAwhBDNOmemyi5QSL5Qcb23i4nyBuK7TbBqYula7P0dbmjiTzfH7L1wh62h4gYbQXEwz4LeOH+RPLg6jY3A1X8YJfXQBlh4tCcd0jWIgITQQQZyYAc22z3zg4AQhIHADQSCptWu3Tf7igVfwqafPcDnnMOcI3ECi65KY4ZMwNTKuS0wzCPwETsVTmbJcLBP+yZH9/IcXLlfGqmPqAS2xkH9x+35OjkwwnC8zVzJq7driPoMpm0/fdYxTs5mGbYGGxz5z7jJBoHGtFOKFkphmsCupEWo+X7jvxKqV6jZ7zhMdrQ37bdTn77zyDg5X4opV9bwdyI0WTdWqVEmzqt4jEdJiwyfviULIMuVIBMUrXsrqcU1EVbfWEya2+Nhq4uZGCpjtNvbqcT0NQIXiVkC9MwpFfT719BnSrospNEaLJcphiKXrdFom//bEbXTaFqdmM5wcmWC86NCfiPGegV7abZvffe4cM04UlKUL6IvH0QS0WxafvuvYi34tH374KbKuhyclTaaBIaICMEU/yjHpj8dImJFRknU9Zp0yxTDkZa3NnEpnMTWBEAJdwOHmJqSUpF2PnOeR9wJMTawQYz1xG1PTSBoGOc8j5/kUPB8hBFJK3FBiaAJL0zjQlKTg+7RbFhJ4bi5LKCWWruOGYa3fA00J2iyLtOtiaxq+lIRSkvcDkobOtOOS0DVsXafFigymIAwZKpRos0yKQUBc1xGApWsEoaTTtvjdE7fVhG5c10joOsUgqAm5kyMTzJbLpMwFI6w63qr4OTkywXjJoT8e470DfZzoaF21z6p4btR2tWPVuZk0jLrjWYvNnHMzfb5+3+CO/n1RoukGP5yN7I9yvfdR2GkC5kagDECFYmOod0ZxK7Bc3KzHEPylh0/RbpsIISj6PsOFEhJwg5A721vQgIvzBdosk9aKQT5WdOiJWVzNlzA1gSYWxESPbSGF4Av3ndjSWFc7vvhYX9zm3QO93NPZzqeePsNE0cE2tJqhXTWygYYG+L+58yj/8tRpZssulq4RSmgyjdrxp+eyCGQl8Axiuk6sImY+fmQff3JpeIVg+NjhvXzm7GUSuo4rK/lQtoWUktmyy0AyziPTczWhJoCEoZPUdXwkv3rkwKriptG1vHegb9MCZj3iZ83nuUERslafmx3Pi8lO/31RomkHPJydGLpxq7DTX1CFYqeh3hnFTmIz4mY9fW7GwPytU6eZ87yaAR5KyZzn4wcBe1MJnk5ncUNJb9ymKxZV3pkolnDCkKZKmw7bIu16zJZdum2bnri9qieg0Vg/fngvx1qaeXwmzX+7NExM02m1jCXXAtTaGkIwXIhqpf+rO44sObb8Hqx2bC3BUBUpVe+NEGJdHpi1PCW/WRFqtq5hahraOvtd61lvRcBsh/jZCjttPPXY6b8vSjTt4Iej2H52+guqUOw01DujeLFpJIy2a/X8U0+fWTW0qhGfOXOR71+bpTdukzIigeJJ+OWDe7ijrYVffPhJNKDdtrD1qLKRDEPSns/HD+9bci1536ccSj5xeB93tbfwvyem+eHU7Ip7sFhMjBZLlIOQchCgiyi/6Fx2HjeUtFomA8kogX7e85h2XAxN4IdR7lHO86ItNqTkeFszv3fi9i2FZF1vD8x6xM1O8uwoNsdO/31RomkHPxzF9rPTX1CFYqeh3hnFdrARYVT0A96/Zxd/MzbJrOOBiDZbbjINTE3Qaa/unVkNKSUfePAJHD9gbyqJVdmsqpqT0yhU7tJ8gT++cJV51yNpGsy5Hv3xGD9/9GAtsX0tb0kj4/3PLw/zxcujdNoW/XGbeT8g43mcaGvhTC5Pl20hhGCi5JBxvVrxhHs623gqnSGuaSRNo1a4oewHnM1F+31UQ9oAmk2DnphN1vPXDAncCtczB2Y9Qk1x87DTf1/U5rYKhUKhUCi2nfUIo3bbJF0u85lzl/nZvbv5xugkOqImNLxQMlkq87nzV3CCcInR7wQBB5uSjJeizbiemp3jayOT6w7dy3s+Xx0ep+QHuKEk43l06zaOH3DNKXOwKVm3XTkI+crQOADv3dPPW/q6a8cWG4HVHBnwl3hD3jvQB8CJjta64/vh1CyaEOR8n2I+wJcSP5Q8PJ1mIBmnGAQkDYNu26bDsigHAe22xe/edayuUPNkyF1tzXhSknZdDKFh61HuUsH36Y9v7144ja5zq+02269Ccb1RokmhUCgUCsWmqAkjTdBs6kyWHD57/kotz6Xo+ZR8mAwlfhjihpL/fO4yThDSF7eByFtjagJDQCCj3CBfSppNM9onJ5Q4YUh/PMbjM2l++9lzNBkm3bFIiFXPV68IQtLQ0QRYus5gMs502SWpa4RhyNVCgXIgabdMpJQ1kVblOxNTzLoufXGbN/R0NbwHJzpaa9e7EW9IEMK+VJzxUhlfSgTQYupIIfjAnl184fIIVSHmhCFlKXnfYD9QX6g5oeT/2rsbiHKT7IoXr+D7S0ScQqHYHEo0KRQKhUKxCbajWMHNxsmRCbwgYNbxCQEN2J2I1e6LF4a1ymgAZkUYdcUsFucGJHSdgWScDtuuCQJNQEI3lnhu/uzSMKGEQuBzpeCjEW1M+UdnL/Phg4PYQuPzl4awNYET+IyXHEIpub+rnX95/BBX54s1cXOoKYUThFwru5wcnuC9g3014XQ1X+TBqVk04KcHd2FoSwXVcjbjDelPxEi7LgeakrhBWNlbKNr36NU9nSQMo6EQW0uobUbEKRSK1VGiSaFQKBSKDVL1sFhCYGqirsfjpY6UkrPZeUpBUNm7R2AKQUzXI2M9ESMkKkhgaAJT03B8n/ZFwqjgL/WUVI37Rkb/Z89d5kAqQdb3mfd8AikJwpCJksM3x66hC0Fc1zCFxrzvYGqCFtPEC0PaLIu2DmvJ87k8X+ALF4d4dHYOQxP8xO5efCn566ExJPD6nk52VwotXG8WvEVsKKyvymrHVUibQnH9UaJJoVAoFDcFO8mzc3JkgpgmuOa4uGFIb8wmrmucHJnYWPL7DriWzRBKyddHJnDDkEDCQCJGa2UT0Wr+TFUUCAG2FnlRSusQRtDY6N+ViJN2XfriMfriEISSjOti6Tpv6OnkK0PjtT2V+hMxYpqOqQkmnHLd69jflOQXDwzyZ5eG+dbYJN8YnSSoeMa6YzZv7msclrdVNhvWp1AobgxKNCkUCoVix7OiqIDrbsizc71FynjRIZAhbhgCMF12OZBK1IoVrH0tl0FGlc02ei07ge9MTPGjmTl2xWNkPB9TE0gpl3hLNiuMVmN5Lo8TBkgh+OjBPZzoaOXh6XStQEKzuVTENeJwc4pXtrfyxxevIhAcbEoQAlNOmefnctv6TJRHSKG4eVCiSaFQKBQ7npMjE8QrZaLnfb9iEPvr8uxsVXDVo9U2OZ2Zx9AElqZhaYK8H6yrQtnJkQlsoTHlusyWXfoT8XV7qbYi/lZru9F+7+9s52w2z7sO7SXnetdVGK3GWkJsrUp2jXhqLktv3Cam68QXVaRbr+dQoVC89FGiSaFQKBQ7nvGiQ5tlcGG+QAgEsWhjz/V4dk6OTGBrgnIQYmt6pUzz+gRXPfxQYgtBKCUJ3WB3IoYThuuuUDZedGi3TXwpmXTKjBZLdNkW435p1XZbEX+rtQVW7bcqqEaLJXbFY/zUYD8nOlr5J0f31wonvJjCYq1cns2EvI0XHbpse0kFvUQlN0uhUChAiSaFQqFQ3AT0J2KMF0uElf+edKIyzbsTayfpjxRLzLserpTkPJ+9yfiWDGJfhtzW2owbhli6zjWnXDPO72pvWbWtlLJWNa3NMgmQTDsuE6UyPTEbP5QNK7UtFn9uENJmW6xX/J0cmcAUAicImPd8QglOGPAHZy4SSomt60v2/Mm6Ln949jL3drTy/akZYppGwQ9wgnDHhxJupZLd4ntQDNbnOVQoFLcGSjQpFAqFYsfz3oE+PnvuMt22Rc7zyfsBEyWH9+/ZtWbbdstkulRG0wSlICDteti6tmmDOKbrfHD/AO8Z7FtiZI8XHf74wlVe39PJ0Zamum3/fmqWDttktBh5lTosi1DCZMnB1gX/7eJVfmH/wJJ+AXKex5nsPF4YECJqYjGh64wUS5T8gLihNwyzGy2WmHHKsMiTIqVkPvQB2J3Qa393g5ByEJL3HL49MYUbShwtkqtaGNKqGS+5sLXNhvUpFIpbByWaFAqFQrHjOdHRyieO7OfkyAQUSyQMg5gueGw2wys72ypel/r8/L4B/uOZSwgkc67HRNGhM2bxkQN7NjSGUEpCSc0TtFzYXJzPczlfZN6b5GBTaoXHaLLk8LfjU/hS8pO7e3kinWW85DCQiPOze3bxWDrDlXyRL10eYaToMF506LBN+hMxphw32vMohGZTJ1bJ7yoGAVLCv33+PF22yZPpLE2mQZOpczlf4LPnL/OJw/vZnYgz7/vYmkZc19GEwA0DWk0LTUDRD2rjTJkGXdImYehMOy6tlkYoo/2QOmMWGrzkwtZUJTuFQrEWSjQpbig3e9ldhULx4rE47MoPJV+4NIQbhBiatuKzRd9nrOhwqDnFiY5W/tmxA5wcmWA+k0NKycFUcs1QuuU8NJ3mydkM/2DPLvoTK71U93d18OjMHNNll4enZ3ltT2ftmB9K/vLqGL6U3NPRyrsH+3n3YP+S9vd2tfPnl0d4ZHaOuK4TEvJcZp5n5nLsTcW5r6uNFzJ5mi0DQwgKvk8pCDjUlCDnB3xvcgY3lBT8oFbVr0uzODkyUfGklIjres2T4kuNX9w/ALBkzyQ3DBFC8JEDezg5MrEibG2tanQ3K6qSnUKhWI2VvzQKxYtENTE57bpLko9PzWZu9NAUCsUO43wuzxcuDvHMXBaIvD2/sG+Af3R4L03m0vW/ou/z+QtD/OmlYc5m54HIIP70Xcf44qtfzon2VgIg7XrrPv9M2eVvx64xXnLIevXbGZrgXbt7Afju5DR5z68d+97kNGMlhzbLrH1mOS2WyaRTJl7JL0oYBqYmaLVMmk2T3zh+hE8eO0C7ZZF2Pdoti08c3s9vvewonzx2AF0TmIJI9AAtpkHKiHK3Ik/K/mVt99WEwicO76t77L0DfZSCkILvI6WsCDUVtqZQKG49lKdJccOolhCurmButaKVQqF46XIul+dcLs/uRJw726K/xY2FPJynZuf400vDFPyAoh/Qahnsb0rRt8wj0mQa/ML+AbpjNilz7Z/AU7MZvjo8zrOZHAJ4oLuDYw3ylQCOtjRxpDnFuVyeb09M8VOD/QwXinxvchoB/MyeXcR0vWH7amU9gKSuc7AphS4WBF4jb0hvPMbtLc3MlMtoQhDTdfSKN6rqFVqr6ly9YypsTaFQKCKUaFLcMMaLDilDxwtDzEp4jSrxqlAo6nEhlwfgUFNyxbFTsxk+/dx5nCDE0gRuKMn7Ph/cN0CLZa74/P46fdSj6g33goBQSgBeyM5zajazqmh41+5eLp65xHfGr/HQ1CzncnkMIfixvu41z72kipsQGGL94XDVYgZxXaDBdfMKqbA1hUKhUOF5ihtIfyLGaKnEpfkC85UwFlXiVaFQLGfe85l0yphCMJhcWWL85MgErZaJoQlCIGHo7E7E+c7E9Kr9+qHkuxPTPDeXq3v8y0OjzHseGc9HCMHuZJyEoUfFKFahO2azOx5jqFBi2inTahpI4Il0Zs3w462Ew60WZqdQKBSKraE8TYobxut6OnhsZg5NCIIwJO24hAIVK69QKJZwab4AwL5Uom7Rh/GiQ6dtEdN1cp5Hd8zGEGJNr/WzmSzfnpgiZegcaEqQWFYNb6JUpuQHUdU426LZiMTPerzhoyWHPclEzdMVSkkpCNYMP95qOJzyCikUCsX2oEST4oYxW/bYm4pzzXEZKpTojdv86pED6gdfoVAs4cJ8FJp3sClV93g1pC0qtR39rK0npO1EWwuPzcxxKp3hlx99Bk0IErrOLx0c5O6ONvYkEwig3bZqIcTFdYbKTZXKtdwkoNb3egSXEj4KhUKx81DheTeQU7MZPvX0GX7p4VN86ukzt1TVuIzr8fRcllbL4tN3HuPO9hZua21WhoJCoVjBxYqn6WCDfKDNhrQJITjSlGKoUGLKcUmXXS7ni/zB6Uucms3w3oE+dE3DDcMNh8r1J2IUg2DJ31T4sUKhUNy8KNF0g7jZym1fb4H30PQsgZTc0drMsZYmTCGYLbsUfH/txgqF4pYhlJLX9XRyV1tL3b2RYGu5PN+7NkOHbdXyoVJmtI9RNYxus/2qUt0KhULx0mLV8LzTl8dpb07Q21n/B2JiJsNcrsht+/vrHlc05uTIBHFN4IcSX5M7utx2VeDFdW2JwNtsgrETBDw6MwfA63o6MbQowfpKvshIocTRVcr5KhQvFi+VjZdv9uvQhOD+rnbu72pf9XObDWkbLzr0xWziuo6hiRV5S5vtV5XqVigUipcWDT1Np84O8fmvfh/DaLyfhGnofP6r3+fR5y9ty+BeyowXHXwpGS85jBWjH+edWm67up9S0Q8YKpSI6TpxXVuzglQjnCDkUFOKA01JBiqVsAYS0b+HC6XrNm6FYrPcbJ7gRrxUrmM76U/EKIUh7bZFs2mCENctjK66oe4X7jvBp+86pgSTQqFQ3MQ09DT94IkzPHD3YTpbG6/6d7Y28dqXH+Hhpy9w7/ED2zLAlyr9iRhnc9FO9aUgwA1DvDDckfHu40WHVstguBwJmozr0m5ZmxZ4rZbJz+8fwA9l7W97kglgluFC8XoM+abiZvcEvBT56+Hxl8TGyydHJohpAi+UTHkunTGr9vftvI7rNaellHxnYpq9qQSHm5IIIa77WKt7G4FPQtcpBoEKo1MoFArFChp6moYmZzm6d+2wuyN7+hienL2ug7oV+MmBXvKejx9KpJRMlco79oe6PxGjJEyQygAAIABJREFUFAS0VkrnZlx/3RWkVsPQFgygqsfJCcMt9Vnl8anZm6LIhvIE7DyGC0WensviB5W5KKN39Hp4gl/M4i851+NMdp6xosNEyWHe9/DD63Mdq3E95/REqcx3J6f56tD4Now0Qu1tpFAoFIr10NDTFAQhltk4NK+KZeoLxsU6CMOQr33/SX707EU8P+C2fbv4uXfcR6pBgm+uUOLkd5/guYujBEFIZ2uKj7//LbQ2JdZ9zp1Im2UxmIzKbUsp6bQtPnxgcEf+UFdXYpsMnXnXo+gHZD2fjxzcu6F+pJR8fXSS21uaOLhs1bjVMvntlx0lsUo46Ho5NZvhcxeH8IOAdmvrOVjbSTX0MZQwU3bptF8cT4BiJVJKHppO882xa5hCMO26aJrGtFOmzTKxdG1LCwXXOzdwed9Vz06rZdIXt5l1PbwwxA0lMV2jLx7D1rV1leLeCtV8zYSuI4QgaRhI6fGV4fENX+fFWqnx7fEyVVElvhUKhUKxFg1FU0dLipFraQ4N9q7awfBkmo6W+ntn1ONvH36OZ86P8Osf+nFScZv/8b8e4s++/vd84gNvWfFZz/f5wy99m327uvidf/weEnGbyZkMtnXzby/VE7f58IE96Jrgno62Gz2cVVmc0DzluEhC7mxr2YQBVODh6TTPzeX4jeOHMJcZQddDMAF8eWiMdNnFDQKKfsCeihdrJwqR8aJDk6lzuVBEEhXJ2BWPXRdPgAr7W53F96cnbtNmmUyXXQDe0tfFU+kspcDHCQKmnJCOmLUlT3BVIBuVSpHtGxTI9Z7nXe0tPDo9x+cvDRHXNVKGzunsPM9ncuxNxbm/q53nMjlaTIOErtcquL2pp3PT17EW40UHUxNcyhfoicVoMg2KfsBwIcvzmRy3tzTxdDq7rrm5VqlxhUKhUCheLBqqj7uODPJ3j7zAK2/f39ALlC86fPfRF3jlBvKZHjx1nnc+cCddbVGu1Hvf9HI+9bmTzGTmV+RP/ejZS5Qcl599233oehRJ2N+1swXGekkaBq9aoxrUdrAZQ/rpdJZnMzl+8cAgHZbJv3/hAmnXo+D7tZyP9fDDqSiM8/7u9tpGkfUoByG2vrlq+Gez8zw7l8VY1H/Izi2y0Z+IcS6Xp5rdlfcDrhRKHG1e/0JEPbbTq/FSYPH9SRo6z2dylIOQg01JPnp4L3e2tXBqNsNXhse5ViqjC8FPD/Rv6d6NFx3abZOhQolSEFAIAgbXKZCr49UkSCTnc3n+1bNn2ZtMMFos0R+3a+9im20ShtBqmvz68cML73wpqhJ3vCXOtyen2ZWMc2iL86wevXGb5zI5JOCHIUjJnOuhC8H/uDyCrQmu5Iu0WOaqc9MPJZfzUY6jEk0KhUKhuNE0tHh/7L47eOrsEP/uT7/BO19zF7ft76etOfrhyswXOX15jG/+/TOYhs6P3Xd8XScrOS7pXIHB3o7a37ramonZJmNTcytE0/mhCfq6WvnStx7mmQsjpBI2D5w4wpvvvb1u/3//1Dn+/tR5AD704/fRv42rqdeby7l5nphO8559A6sKiq3w+NQs//XiEHHDoCcZJ+cH/NeLQ/xaMsk93R0N250emeR8ocQJTeflXZ28oieDrevEkylaKqvla533T89d4umZORKGzgdTKVqam1d8brJY4r+8cJ6kYfAbJ+o/40YEUvKt4TG+MzKBrRsYmmCwKUlcj7xXec9nT1P9895I3rF3N48/+Ty6gL1NKYbzBXRN8ItHD25prN94/gIp0yRddimFkt5EHMPz+cbENK/fN7hq28enZvnyxauMFovsTiR4/8G9q86Pm5FvPH+BJssiaRpczM6DECRMg+aYzWv3DADw+uZmXr9vkL+5Osp3RicoG8aWnsme5hQzThlNE4hQUApCxssuR1qa1+z3G89fIEQw45ZrfwukZKTo4IYhScvCrMz1fc1NSCmZKZdpaW6uXUeVr18dZXR0gr8avcav3dlO96JQvevxfry8p4sn01lsXaMzHqMYhHQn4rx1Vy8X5/M8em0WNwyQQiNhWbSaZt25eSk3j9Q0BlIJBjpfWvNP8dJgp/2eKBQ7mZ38vuTz+XV9rqFoiscs/tkH38YXv/kwf/7Nh0AIqtFUUkb/c/zgbj74jvuJx9Y2nAFKrlfrezEJ28Ipeysvoljm7NUJfvotr+Rn33EfY9fm+MyX/46mZKxutb4H7j7CA3cfASCby5HN5dY1rhebp2YzjBZL3NPZRl/FYPmfZy8zUizRa2jc2dayLef94tmLEErG8gXaLJM228IX0d8Px8y6bYp+wHMzaUIp2W8ZZHM53tffFeUXlB2y5dVXyasr5HnPxxBgCsEfPneWoFxesWqvBSEzhSIzwNRcZlVv03KP2Z5knPPzBQTw47u6eSydpex56GFYq4b1ob27dt6c8Dz2JmO4ocTxfW5vaeIf7OnncNza0liHcnniukbWjcLNTKDZNBiaz6/ab/V52UIgkEwWCvz7U8+/5DxUQ7k87baJ7/v0xizmyh7dMYupYmnF/bkjGeNbvs9jE1O8tbOVxAa8q4t5V18Xnz1/hQ7LpM0wuFooMeOX+Yn++JrP+mI2R7rsIoSgxTSJ6xqmJigGIbvjKeY8j6RcqEZZ8H16rPpz6HVtTVydy3A6O89nnn6Bjx/ZT9zQaWluXvH5jXqm3TDk9GyaPckYlqYzVdmf6EN793Cio5Vy0MUHp2cJQ8i5LkXPY28qgSXEirl5amIKz/cZsLf2LigU20G990WhUNRnp78v+jqdFav++rc0Jfj4+9/MtXSO80OTZOejUInWpgSH9vTS074x1Rir5CKVHHfJ34tll5i90mi3LZPWpgRveuVtAOzp7+Te4/t55vzITV3i/PF0hkvzBQaS8ZpoOtHewkixxJOzmW0TTWPFEgXfpxyGTDllmi1zzbC1F7I5Aik51JQkZUbPbyMJ2SdHJjCFwAkChBD0JWJ4YVg3j8PWNXor4UpjxRL7G4Tk1As9Gy2WGEzE+fkDgxxsSvJax+OLZy8yXnJos0x2x2PbEoq0Ve7raudAU5KErtfub5Wc6/HIzBxv6evacBJ8fyJG2nXpjdlMOmUmSw6S2JoFAE6OTGBrginHxQ1DWk2TZsvYUt7NThJbYaXYQ4ikGAQkDYOYrtOX0BsWSGi3LQ43pziXy/PEbIbXbtKDvXyz072pBKEMeSaT475CkcFk4+I2e5IJpJSYukanbQORMBpIxDdcMlsIwQf27uJz568wUSrzBy9cwAlDpj2PHsuqPbPNhHg+ODVLzvO5vbWZTxzZv2Le2rrG0eYmZpwyc56HhsBosC9SXNfpsi0VmqdQKBSKHcG6lkx72ps3LJDqkYjZtDcnGZ5MM1AJ0Zuem8cpe+zqXpmrNNDTzvDEzIq/b18Npe2n5AdczRfRgCOLjPi72lr45tg1zufy5Dwv2mTxOpMyDCZKZQxNEALpskvC0Fc1pJ+di1YGXrZMyPmh5IVsjtmyyxt7uxq2Hy86lIMASeTpsDQNU4iGQm0wGWe85DCyimiqJtTHFlXngihcqWpg3dPdUfOefeHiEOdyef735DQ/uQNLunfH7BV/k1Lyp5eGOZPN8RdXRxHAroqBvB4RUjWk45qgydCZc30mSg4fPbhn1XZjxRJF38etlH7PeB5xXdtQ3s1OyqNaLOLabJO4plGWEksT5DwfYF1C41WdbZzL5Xk+M79p0fTMXJaYofNv7jxaExMnh8d5ZGaOp9PZuqLJDyWGJhaep64hpVwy3uVirD++tli1dZ0P7R/kd549y4PpLG2Wyf6WJtLlMn949hJv6+/m+9dmKHg+JR9cw6CtsuVAIwFd9H1+cC36vn57f09DoV+9lvbKok31Wt4zsLTo0Gu6O3hNdwdykQdNoVAoFIobRUPR9MTpKw0b6ZpGUzLGYG8HlrmxUJXXnDjMd370HEf29pKM23zte09w2/7+upvo3nfnQb79o+f4wRNneO3dRxifzvDYC5d5/4+9akPn3Emcn88TSMn+VGJJmE/KNDjSnOJ0dp5n5nI8cJ1zSLwwxNIEoZTEdSMSHZq2qqFY9H0uzhfQgOPLnk/e9/mfV0bRhOCVHW0rvCRV+hMxZspldE3QUcl/qreqXGUwGeeRmTmGC6WG1zJedGi3DC7ni+hCsDsRI6HrTDjlup9/564ezufyPDKd5r7OdnriK0XKi82l+QJOEHBbS1Nd41IIwcGmJH87fg2BoMs2SZfL6xIhfigphyG/fGgPfzN6jWIQkjQkHbbJrLsyDHYxpqaR9QJsXaPNMpkpu4wVHW5bZZPrKtVS014oKcigMidu3IawVREX0wSBDDmdmSeQkttbUvzqsYM4frBuoXG0pYmf27eb21vWvg/18EPJN0YnyXk+//jQ3tqCwE/s7mNvMsGJ9pXe5YvzBb4yNMaHD+xZUxhtpmR2m20hhEAXAk9KQqICNVnX48tXx3CCEFMTCCHI+wFuKOm2zYYCOl32SOg6g4nVC0zUu5af2N3D47NZQuAVy6qJbmepcYVCoVAo1ktDxfOFr/2fNRtblsFbX3UH73zgznWf8G3330HRcfm9P/1f+EHAsX39/MN3vxaAR5+/xP/81o/4o3/xQSAqe/7x97+Zr/zd45z83pO0pOL8+AN38Yrb9q37fDuNM9l5AI7VMb5e3t7K6ew8T85mrrtoemI2g6ZpvLy9BSEEk06Zzpi9qqH4fMXIPNKcWlElr9UyOdqc4kwlZOn1vfVX36uryinTQBeiVvK4kVCrrrYPF4oNr6U/EWO0WMINI6NObxDeU6U3HuPezjYemZnjW2OTfHgNb8t2E0rJ10cmmHTKvH/vLu5ur3//H52Zoy8eY7bsMuf5WLpOXNfWFCGn0pF35UBTkk/fdQyAy/MF/vjCVb43Oc3x1iZ2JeJ12/7DA4P8uxfO02GZtFsmBd/HE5KfHlx7o+uxYgknCJj3AwDaLJNu27phVQtPjkygA1OOSzkM0TVBk24QM4za+7deoaELsaWw2ReyOXKeT3fMZl9qwaNkaIK7F43h8Zk0Xx+Z5GqhRN736YlZPJnO8I5dPduyl1DO9dmTjJOovJ8h0GIaFPyAgWScchBg6zpTTpm06+KFIQcaeIB3J+P82m2HKAb+muddfi2n0hku5Qtcyhd4bi7H85l5ZstlBpKJHRfiqVAoFIpbk4ai6ff/6fsbNgqlJJcv8fS5Yb714DOkEjave/nRdZ1Q0zTe9+Z7eN+b71lx7N7jB1bkKh3Z08dvfuQn1tX3TieUkrPZqEJHPdF0rCVVC4WaKDm1fKflbCZv5N7ONnQh6IxZ7E8tGD1+KHHDEKtOEtzh5hTv3NVTN3wM4FVd7ZzJ5Xl0do7X9XQsWREu+j7fm5zhLX3dGwod6rKtqICB55NxPVqtlWGK7x3o418/exY/lHTZ1pqhVQBv7evmVDrLmVyeC7n8Dc1vejqdZdIp02qZ3NHaOOx1vOjQaVvYusZY0WHKKbOnEr7YCD+UfHdyGoBXLrrH+5uSvKm3C1MTDecVwL1d7fz2HUdrz+tQU4qfGuzj7jX2EnPDEDcMmXN9LE0ggTnXo+BH3rQbwXjRoRwGlCvzuy9uE9d1rjXwSK6XUkUUxjewr9hDU2kAXt3V3tBz8sPJaf7D6YskDYNS4OOFkeDrXWehnc1QzX3TF49JCI63NtcWPGxdY3cixmhl/6XV3jNDEzRrGw8tPtHeSsEP+OLlYb58dQxdCDQRidUbHeKpUCgUCgWsIpoa7c1UpTkZZ3dPO67v88Onzq1bNN3KDBdKFIOADtuiq06pbkPTuK+rHS+UxBpU8qiGHJlCENe1deeNaELwys6lhu/Z7DxfG5ng5e2tvLW/e0WbVsvkdavkbxxpTtFqmsyWXS7OF2pCRErJX14d40wuT8EP+Jm9u9Zt8Agh+MmBPlKGQbKBUdqXiNEXt7nmuEigfVHyeiNSpsEbezv5/8an+MboJL967ADaDQj78cOQb09MAfDWvq5Vy8tXDdpm06RoBcy5HkOFEsdXEVpPz2VIux5dtrXCM1LvGQNkXI+/n5rl7f3dGJrW0KNRDsKGBTq+dHmEpKEzW3bpsmPEDY2hQomErq9rQ9jrWUBCSokQohYaamoaHbaFVvF0rlUMYzV+NJ3mm2OTvKG3izetksu3mLFiiauFIjFda+hVBPjK8ASBjMJXQdBuG7SYBl8bmVxTtG6WxUUkWhZtflsvV+qO1mbeNxjtVSWlJJASQ9MYLzo8mc7wxt7ODe3btpzXdHfw5auj6EKgawJBVISjGAQ7cmNqhUKhUNxabP4XrsLRvX18//Ez12MsL3mShs6ru9ppNo2Gq81v6+9ZtY+TIxOEMmTS8QiJQqBSht7QqJgoOcR1va7HJqbrzLkeD07P8pruDhIbWDmHqhBr5TsT0zw6M1cTTQ9OpzlTKXn91r71GZaLObGKYQnw0HSaFsvibf09vGcdYWNVXtPdwSMzc1zM5fnnT75AxvVe9Apvj8zMMed6dMfsVQ1oWGrQdtkWWdfD0jXeN1hfhARS8t3JKBH/Tb1dq4rCB6/N8JXhCbKeR9EPaLWMqFz77t66n3eCgP987gpzZZePH92/wlv1ht4uZsouP7NnN9+/NsN4yeFlrc381ODChrB/fXWMU3NZrpXKS+778gIS006Zz56/zCcO76+1XU1UVY+NFUvEDZ120+S3Xna0dv8Sho6ANUND10OHbeGGkkdn5nhDT+e6hPfD05GX6RXtrauW0S/4Ab1xi5myR8owauJuO8MbFwuja+Xykup51eP13o3vX5vhB5PTeBJOZ6JiMSP5Ir9ydP+WxlPyw8ib6jikjOh7cqduTK1QKBSKW4sti6ay66OvYggoFuiK2bx7i9XbhgtF0mWX6qZZc65HyQ8oBuGKzwZS8uWro8w4Lr90cM8KD8HeVIJDTUkuzBd4cGp2iSfiK0NjNJsmr+luX3Vfmld0tPF3E9O8kJ1nvhJS962xawD89J5dtK1j89uNUPR9nprNAPDqDeZ9mZrGidZmzmbnEZp4USu8nZrN8NfD45xKZ7A0jfs6Wtc0uJev9B9ftNJfj2fSWWbLLh22xZ11CgtU+eHkNL/3wgU0EVXWy3kBed+ns46wrhLTdfYk40w5Zf7T6YsYmsZEyWH3oop+n7ztILoQvLGOUD45NMafXBzC1jX64zGu5gv87vPnOdHWzNVCibiukTQMQikZKzlIKfn9Mxf52b27KXg+3xy/RsrQVzwzIAoh0wSlIGCiVOailHxlaJSf2z+44apya3GoKUmHZTHrupzL5euG2S6m6Ps8nc4CcH9X+6qfrXoWD1oWphBwHTxj66EqjNa7j4YTBHxzdJLnM/PYuiCU0d59j81muG82s6X7W70Hh5tStSqpq+UrKhQKhULxYrFl0fTg0+fZ179xb4KiMU4QcCqdpegHvGmZATqYTBBISUzXies6o8USeT8gJBJUi8sWPzYzx0SpTJtlMpCsn/j/5r6uSDQt8jbNez6Pz2bQhFizIEWrZTKYiPNcNsfHH3uGoh/Qbpu8fVfvqmFkqyGl5AfXZhgtOnxg724MbUFcjBUdhBAcaUo2zLVajYdm5kiZBknDQEpJUo+8a+sJ/9lsCFnVk1IOgkquhuAb49fYm0qu2b7RSn/O9ZBAS0XohHIhl+mNvZ1Lc1SW8Z2JaZKmQTkIKQRRVcXuWIxvjk/xqlWe908O9HFqNsOTczlSpk4QSiSsS3Q+PDOHrWtIYKziNfBDyeOzGULgaMVL6YYhuhD4UjLruPxwapZz2XncUJLRBPtSyUoImM8fnb3MnOviVspyA1iaoNWyOFPJHbzexROEENzb2ca3xq/xyHR6TdEkiERkuuzSucZ8XfAsgqHrFK+DZ2w7iOk6hqbVnqcQ0B2ziK/i8V4vi+9BYgffA4VCoVDcejQUTQ89faFho2ohiGcvDDM2NccnP/i2bRncS4kz2Xlyns9tLU00rVGmveAH/PdLQ1xzXP78yggtpskbejp492D/kuTsmK7RE7MZKzl02iYFP6gZ9qPFElnXoytm8fP7BhrmzuxLJVd4m57P5JBEOUtrJbtHRnS2Umo6JO9HRRl2baGstxCCx2Yz0R5QjrOk0tuh5hS/efxwJe9j44wXHdorGylPlsr4MqQnZq8Z/lMVPrYW5ZLNOCvLf9cTVXubEvzV8HgUemaZ2JpGwtCRrE+o1WMoX+S/Xx6mJ2bz0UN7ax6rt/R182Q6w4m21fucKJUZTMS5ki/iS8muRJyksXYIlKlpeFJiCIEbRnvnlIOAdstc81rmyh6HmpLMlD1KQYClaVgaOIFkdyJGYdFGs4ebkmQ9H1uLwjvP5/LE9agsNkTnTeg640WnVhYbovDXvngMQ4iG5eevB6/oaOUvr47y/45M8INrMwyuUuEtbujrzn3azH5LN4oZx+VgKsmY4yBllHsk2Hoo4c10DxQKhUJxa9HQev/zbz60asN4zOLgQA8feNt97O3f3GaPtxIPTs1yYb6AuWfXkhLD9RjOFxkvlfFDSdH3mSyVOZebp922eKCnc4VR8ZGDe0iZBiU/qOWG+GFIKQiZKJXxwtUFxnJv0zNzUTjRy9bhKapuNJvQdbJegKUJemIx/mb0Gvd0rh6OtBqDyTizZZfhQmlFeey4oW+octliquE/MV1n3vcJpCSXKzCYitcKCNTjr4bHKfsB6SAgqGy22WVbNbHwg8lp/uzSMClDJ2FoXJov8KlnzrIrYZNxfQaTcYQQNW+DlHLTBmaHbaEhuJwv8v1rM7X8pbvaW7hrlbC85fdgf1OSIJRYurbuMLB02WN3MsZEqUyTuf68m+o5F++RVfB9diWsJblb1c1OPSn5xwcGOdHRyv+5NkvadUno+pKQrdtamhDAnOuSXLQZ9HaHtF3I5Zl0yrihREqua4jndpQV3w6qz3NPMhHF5l3HUMKb5R4oFAqF4taioWj6zK//fMNGuibQVqn6pViKEwRczhcRwNGWtUtdnxyZoM0ymXM9ikEYlfE1TL49PsUDPZ0NjYpPPX2mIpgkGc/H0AQ9MXvN6ltVb9Ns2WWoUORKvoghxLo2NK16bqrVyrzQwhBiyyvOg4k4p9JZRgol7qss1L+QyXG4ObVqxbm1WBz+sy8ZZ6TkMB/4hFLyufNXONbcFBUyqHiLfqyvi4zncyqdwRDRRp+WFonSFtOoXeefXRpmynGZq5Tbhiin7Jrj0h2LKoAtriy2lTyNlGnwM3t38ScXh/jrq6N8c3SSrOuvO2RweQjURgokVI3lI82pmsBcj7FcTxg1qtK23LvQKGTrIweiIiCfPX8F/JX9bhcnRyZot0ymyi5xQ6+FC351eLxW2OLkyATPZ3J0xSx+6cAe7l0jn+lmY8XzVGF0CoVCoXiJo//r3/zkb9c9oGkN/1m8Gp8rlHj4mYvs27Wz8prK5e0Lz9kop7PzPDOXY28ywf3rKF7wpcujdNgmWc9HCMFAMk67bTFddlctJPGly6M0GzqTjosvJe2WSYdtMbVGO4BDzUlaTJP/+8IVzmTz+FJyqClJ3xql55+YzZDz/do+T9WNZrtjNm9cZ1hSPQSCx2bn8MKQV3d3MFwo8t8uDvHcXI77V9nrpkrMtuvOgb5EjMFEnKuFEjOux/5Ukh/f1YMrJRdyeb41fo1yENIds8h5Ht8Yu8ZkqRIGpmvsTsTpidl02hZOGNau84tXRtCIgscMIWiubOxqaRofO7yfh2bmkEjMyv0pBSEf2j+w5v1tRIdtcSGb55GZDLNlD1ODAMnDM3MMJuKr9rv4HkyVXbpjNh/aP7Cu1f020+ShmTmADV3LWufsS8R4Y28X7x7o4429XUv6Wq3tVq5ls3zp8ijttoWpabRUKmGaQnBhPs/VfJGvjU5QDkKynkfO9TmTy7NnjWeyE2j0ztTjRtx3hWInsZH3RaG41dnp74smBJa1duGyTRWCKDkup84N8fgLVzg3NAES3nDPsc10dUuwsKHt+jZUra7mH2hKIohyfNazml9tN5CMU/QDUoa+bo/GpVyBz124ylzZxdQEhlhfgv9qHoStUM1NmS67FP2AByubgx5raVpTMK1FPU/d2/2AX3n0GQSRN0loGklNo82KVtA/fmQffzE0DkTCaPl13t7STLpcJmYY6FALV9oVi29bnsZYyakl4+f8gP5EHG2de9psNgRqK9eylbCr1dq+2OFc1fdscRn/gu8jZVRe3A0l81q04NFumySuQ4GEnYgKo1MoFArFrcS6RZPr+Tx7YYTHX7jC6ctj+EFIT0czP/HaE7zy+Nb25nipcmo2w1eHx3myUmb6bX31NxddzmbDpxa3qwqm9QqYam5SLB4j5/l0xmxK6zDAt0sQGJpgVyLGUKHE6WyO5zI5BPDqbQpzihs6mhDsT8WJLQqj64/ZpD2ft/T30Gnba4eQBUHdcKXtMDAnS2X2JRNcK5dps6wXbU+bW91YrrdQ4ISSf3bsAH947jIaIX7ls22WiaVpap8hhUKhUChuclYVTUEYcvrSGI+fvsKz50coux5tzUnuv/MQP3zqHD/39vs4NFh/M8xbnWq1NU1GIWsSyZ9fHaHNMtflBdiMENmKgFmcm5SqVPdbrwG+XUb00ZYmmk2Tp9JZAim5o7X5uu/7tJiqB2Fxue5iGNY8dWt5O17sql/V8S4uM6/2tNl+VnvWfzsxTbpcru2jZlcWPdQzUSgUCoXi5qahaPrStx7mqbNDFB2XVMLm3jsOcM/t+zg40EPRKfPDJ8++mOO86ah6bjQiEWJr0b5K6w3T2Ur41GbaVQ3w61Ws4HrQbpp8LzvNUxVP3es2uJntRtlqqOGL7YHZrtBIxdo0etbVZxLXxYaLbCgUCoVCodi5NCxD9uCp8xQdl6N7+/j1D72TD7ztVRwc6AGiJH3F6owXHRJ6VBp7MJmgJ2a9KKFTm+W9A32UgrCSmyFvuLHgHhS9AAAgAElEQVRX9dSNFEvoIppxXx0Z59RsZtvOWfUgtFsWadej3bKuSxnp7eJmG++tgHomCoVCoVC8NGnoaXr/217FE6evcPbqBP/qcyfZt6uLe27fx93H9mLqm9sj51ZihedGCIo7OExnp20qWfXUhZpG0Q/osC0MTWx7Qv3Nlq9zs433VkA9E4VCoVAoXno0FE2ve/lRXvfyo8zlCjx++gpPvHCFv/z2o/zV3z3G/l3dIAR+EL6YY72puBlDp3aSsbc4x6qpspGtZO1NVBUKhUKhUCgUiuvNmtXz2pqTvPVVx3nrq45zLZ3j8ecv88SZKyAln/ur73L84G7uPX6Au44MvhjjvWnYaZ6bm40lnrpKUv1O9tQpFAqFQqFQKF66iKA4IjfTcGTy/2/vzqOjOO90jz9au7Xvu5CQxCqxLwZhwGw2GPAGxoltMvYkkzhOxsk4M8e+k8mdO3cmnmRuNsfXiZO5yZgxXmLHBhyMWcwudgsEiH0RArSAENqXVre6df+QkWkklRoktVro+znH56Cqt976dXW/bj2qqreu68DxCzp48oIqaxr0xg+f6enauqW6pqavS0A33LinKcDH2+lMnav3h4SFhvIZAG4DYwZwHeMFcJ2njxcfb28FB3f9LNU7eritJA2Kj9Kg+CgtnTtJ5y5fvdNugA5xpg4AAACe4o5D081uzKoH9CRPuscKAAAAA1enU44DAAAAAAhNAAAAAGCI0AQAAAAABghNAAAAAGCg09B09Xq1Xv71B8o/V9TpxvnnivQ/XvtAxWWVvVIcAAAAAPS1TkPTpn3HlBwXodFDkjvdePSQZKXER+mz/cd6pTgAAAAA6GudhqYT54s1dXRGlx1MzkrT6cIrPVoUAAAAAHiKTkNTbYNFEaFBXXYQERqk2vrGHi0KAAAAADxFp6Ep0Oyv6rquw1B1XaMCzf49WhQAAAAAeIpOQ9OQQXHac+Rslx3sPXJOQwbF9WhRAAAAAOApOg1N87NH69SFUr27fq8sTbZ26y1Wm97bsE+nCks0f9roXi0SAAAAAPqKb2crUhOj9ez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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_scores.keys(), batch_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='LogisticRegression')\n",
    "ax.plot(online_scores.keys(), online_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDClassifier')\n",
    "ax.set_title('LogisticRegression vs. SGDClassifier')\n",
    "ax.set_xscale('log')\n",
    "ax.set_ylim(0, 1)\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Test ROC AUC')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the training time for every training sample size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_times.keys(), batch_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='LogisticRegression')\n",
    "ax.plot(online_times.keys(), online_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDClassifier')\n",
    "ax.set_title('LogisticRegression vs. SGDClassifier')\n",
    "ax.set_xscale('log')\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Number of seconds')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show the score and the training time when the entire training set is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Batch final ROC AUC is 0.68446 in 261 seconds\n",
      "Online final ROC AUC is 0.68298 in 22 seconds\n"
     ]
    }
   ],
   "source": [
    "print(f'Batch final ROC AUC is {list(batch_scores.values())[-1]:.5f} in {round(list(batch_times.values())[-1])} seconds')\n",
    "print(f'Online final ROC AUC is {list(online_scores.values())[-1]:.5f} in {round(list(online_times.values())[-1])} seconds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Covertype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "\n",
    "X, y = datasets.fetch_covtype(return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model\n",
    "from sklearn import pipeline\n",
    "from sklearn import preprocessing\n",
    "\n",
    "\n",
    "batch = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.LogisticRegression(solver='sag', multi_class='auto')\n",
    ")\n",
    "\n",
    "online = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.SGDClassifier(loss='log', max_iter=1, tol=1e-3)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test = X[:-100_000], X[-100_000:]\n",
    "y_train, y_test = y[:-100_000], y[-100_000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "from sklearn import metrics\n",
    "\n",
    "batch_times = {}\n",
    "batch_scores = {}\n",
    "online_times = {}\n",
    "online_scores = {}\n",
    "\n",
    "for train_size in np.logspace(0.5, 1, 100, base=len(X_train), dtype=int)[1:]:\n",
    "    \n",
    "    tic = time.time()\n",
    "    batch.fit(X_train[:train_size], y_train[:train_size])\n",
    "    batch_times[train_size] = time.time() - tic\n",
    "    y_pred = batch.predict(X_test)\n",
    "    batch_scores[train_size] = metrics.accuracy_score(y_test, y_pred)\n",
    "    \n",
    "    tic = time.time()\n",
    "    online.fit(X_train[:train_size], y_train[:train_size])\n",
    "    online_times[train_size] = time.time() - tic\n",
    "    y_pred = online.predict(X_test)\n",
    "    online_scores[train_size] = metrics.accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_scores.keys(), batch_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='LogisticRegression')\n",
    "ax.plot(online_scores.keys(), online_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDClassifier')\n",
    "ax.set_title('LogisticRegression vs. SGDClassifier')\n",
    "ax.set_xscale('log')\n",
    "ax.set_ylim(0, 1)\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Test accuracy')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TPe6yTel7ccJIPl72Bbe1b2W/HoCqVSqy9IN5ZGRksPaX33h29Et06taHf/ZtxGy++t9ZlisbQfduHZk7bxEAEaVLUa5sBN99vybL4g9lIsIpExHO34cOF6j9775fQ0xULZycnADb1MtvV61m4rinC9TO+l83cyT2GN+sWEzVKhXt5QmJ57LUy6ufGjeM4avP3yMlJYVVP/zM8JETuK/vY6xb/XmB4rmUn58vjo6OrP3+kxxfi+Dgf38hcrWjcCJSsmgkSkRKtAb1o9i89Q8O/v2PvSw29hjrNmzmlib1AagXbdus9/NLNia1fcBbm+/zRJQuxTPDh1Axshw7d+0FbCMggP239Llp3bIp8fFnC7yp6bjRtud3Zs6en6Wtv3bsJia6NvVi6mT5c/G5rPrRddi0ZTuxl4x0/LZxK8dPnMzXeVu3bMqOnXuoUb1ytnNUqRyZrX5OfXOpShXLM23SGFxcXHI8DtCgfl1OnDjFmp832MuSk1P48psfaNq4fr7izkuv7p05cPAfVny5itVrN9CrR/ZnxACcnJxo3bIpTzw+gGNxJwo0JS23aYB79x3MMuo39NH+LFv+JT+tWV+wi7jM/975kN82/c7DlyT1jw/pz6Yt27OtXAe255y+/vbHHNtKSUkFwMXl3wVS1m3YlGtSl1c/ubm50aljO/o90Isdubzu+dW6ZVMsFgsJieeyvSfrxdS5Icvyi0jxopEoESn20tMzWLp8ZbbyFrc0ou/9PZj2ylw6dnmAcWOewsHBgQkvvkJggB8D+98LQM0aVbnj9rYMGTqKc+fOExoSxMzZ83F3c7viCMOgR0fi7+9Lw/pR+Ph489Pqdezdd5BJE58FsCcU8xa8R6/ud+Lu7mp/2P5S7do0p33bFtzX7zHGPDuUqLq1OBZ3grU//5plwYTLlS4dxgP3duethR8w5tkn8PX14fnnnqRR807c0bUP/fr0IjDAn9ijcaz6YQ197utJy+aN6ftAL16cMpvOd/VjzKgnSElNZfwLrxAUFIDZlPfv3oY9PpD3P1xO2w53M+SRvoSXCuX4iVOsWbuBpk3q07tnlzz7pluvh4iJqkXdOjVxc3Nl2fKVZGZm0qxpwxzPeWu7ljRtXJ/e9w/hpYkjCfD345VZb5KSksrwYQ/nGXN+xETXpmJkOQY9+gxubq7c0eHfZ+S2/7GTEaMm0vOuzlQoX4YzZxKYNn0udWpVty+uMfGlmUycNJP0c3/neo4XJs9i+x87uLtnF6pVrcj58yks/+wrVny5immTRtvrPfpIP9b8/Csdu9zPwP730bZ1M7y8PDhx8jTLLrzXPTzcs7T99z+H2fDbFjIyMjgSe4zPV3zLx8tW0O+BXlkWKenUsR3DHh/AgEdGsG79Jjrf0R5PT3d27d7PvLfeo2zZ0jmOBjZqEI2npwcPD3mG4cMGcST2GBNenGGffpifflr51fcsXPQRd3a6lTIRpYg9Gse8Be/TqkWTgr1Yl6lSOZKHH7qPe/oMYcSwR4iJrk1qaho7du5hz94DzJ87Le9GREQuoSRKRIq9c+eS6HXvoGzl33+9hJbNG/PtysU89cwEBjwyAsMwaNGsMUs/mG//8AuwcN4rDB46iieGj8XT04PBA/tQvlyZbHvgXKpRw2gWLPyAeQveIzU1jYqR5Xjztal06XwbAGXLlGbapNHMfn0hc+a+TenwMA7syj6yYDKZ+OSj+Yyd8DKz5izg5Kl4SoWF0LvnnXle+zPDB/P2u0t4Y/67jBzxKJUrVWDdT58xZvw0Bj36DCkpqYSXCqV1y1uoWKEcAO7ubnz52bsMGTqK3g8MoVzZ0kx+YRQjR7+UZTPT3AQG+rPup88YPW4qTz0zgbNnEwkLDaZpk/rUvpAk5tU3TRrVY8nSz3l55ptYrVaqV63Ex4vftE9XzMmyD+cz/NmJPPn0eFJTU2lQry6rvvwwy/Lm/1XPuzrx0tTZ9OrRGXd3N3t5aEgQIcFBTJo6m6PHjuPr403LFo2Z/MIoex2r1Zrn83D33N2VpKTzzHh1HrFH43B3d6NyxQq8/84c7u7x7+ttNptZ8v4bvP3uEt5etISFiz4iNTWNUmEh3NK0AT//+CmNG8ZkafuVWfN4ZdY8XFxcCAr0p15MHZYvWUCnju2yxfHy5LE0blSP1994m/v6PUZKSirlypamU8d2PDU056Q0JCSIj96by9OjXqBrz/5Uqlie11+dxMsz5ua7nypGlsNkMjH6+SmcOHmaoEB/OnZoy4vjCza1MCdzZr5I5UoVeGvhBzw/cTre3p5Ur1qJfjnshyUikheTJfnwlZc8EhGRbDIzM6ldry0N6kfx9vwZhR3OdXfw73+oWrsFb8yZTL8HehV2OCIiIoVKI1EiIvnw8ScrOHbsODVrVCUx8RxvLfyAvfsOFtsEavK0OYSFhVC2TGn+ORzLlJdfIyjQn7u63F7YoYmIiBQ6JVEiIvng4e7O24uWsO/A31gsFmrVqMpnSxfSoH5UYYd2XZhMJia+NJOjx47j4uLMLU0aMG3S6HxN5xMRESnuNJ1PRERERESkALTEuYiIiIiISAGUmOl8CYmJhR1CkWMymTAMDUSKlAS630VKFt3zIlfHBHh7e+dZTyNRJZi3l55tECkpdL+LlCy650WuzpX2f8xS7zrHISIiIiIiUqwoiRIRERERESkAJVEiIiIiIiIFoCRKRERERESkAJREiYiIiIiIFICSKBERERERkQIoMftE5UdyqoXEpEwsFoOSsLPC0ZPpWK3Wwg5DigAT4OBgwtvTEXdXh8IOR0RERKRIUxJ1QXKqhYRzmfj7OOHsZMJkMhV2SNedg9mMRUmUAIZhkJ5hEJ+QAaBESkREROQKNJ3vgsQkWwLl4mwuEQmUyKVMJhMuzmb8fZxITMos7HBEREREijQlURdYLAbOTkqepGRzdjJhsZSEyawiIiIiV09J1AUGaARKSjyTyVQingcUERER+S+URImIiIiIiBSAkigREREREZECUBJVjEye9hoVqze97udZ/OFy/ENrkHT+fL7q79v/N5OnvUZCQuJ/agegU9e++IfWwD+0BkHhtalTrx3DRozj1Kn4Al3DzeJq+khEREREri8lUVJg7du24JuVi3F3c8tX/f37/2bq9NdJSDj3n9q5qFnTBnyzcjFffLKQwYP6sGz5lwx4ZESB2rhZXG0fiYiIiMj1o32ipMACA/0JDPQvtHZ8fX2oH1MHgEYNY0hJSWHCizM5FneCsNDg/xxXXiwWCxaLBWdn5+t+rmvV1yIiIiJFzZY4K0t3G8QmQbgndK9iIjr05hjjuTmivMlsibMyarWFPistjFptYUtc0djQ9tChI9zX9zHKVGxAmcj69LrvEQ4cPJSlztmzCfR/eDily9ejep2WzJr9FmPGTaNOvXb2OjlNMZvx6nxiGt1GWNkoqtRsTvfeAzl+4iQ///IbvR8YAkDdBu3xD61hbyundlJSUnl+wsvUjmlLaJm61K3fngkvzrjiddWoXhWA2KNxWcp37NxLr3sfoUxkfcpE1qfvQ8M4fuJkljp/7djNrXfcS1jZKBo378x3q9bQun1Phjw+yl5nyOOjaN2+Jyu/+p7GzTsTVjaazVv+AODIkaP0f3g4Fao2Jrx8DHfdPYC9+w5mOUdufQOQkZHBmHHTqBXThtAydalepyX393uc9PT0XPvo9OkzDH7sWSKrNSG8fAyduvZl6+9/ZjlnnXrtGDNuGq+/+Q41olpTvkpj+j88PNuUShEREZHCsCXOyqzNBvGpEOAK8akwa7NRZD4350UjUdfYxTeEm2PWN8TQGGuhZtZpael06dEfJydHZr48HkdHB6a8/Bqduvbl5x+X4+fnC8CQoc+x4bctvPTCSEKCApk7bxH7DhzCwZx77B8u+YwZs+bx/OgnqVqlIvFnzrL2519JTk6hdu3qTHh+BGPHT2PR/2YREhKESy4jOIZhcG/fx9i06XeGDxtEnTo1OHbsOOt/3XzFa4uNPYbZbCaidJi97MDBQ3TofB9RdWowd85kLBYLL02ZzT33D2HV1x9hMplITk6h+90DCQ4OZP7caaSlpfHc81M4ezaRalUrZjnHP0diGTdxOiOefISgoADKlAnnzJmzdLjzfvz9fJk+5Xnc3VyZOectuvZ8iI2/rMTNzfWKfQO2BGvpJysY+9wwypYpzfETp1j1/Rosltz/Abmv32McPPgPE8aOICDAl9mvL+TOu/rx06qlVChf1l7v0y++pka1KsycNo7YY3GMeX4qE1/y5uUpY6/YnyIiIiLX29LdBq4O4O4IJhN4OP1bHh1auLHlh5KoPDz1gyXXY92rmGkcbttban2swdLdVnadhnQrOF6Sc2Ras74hZmy0cuRczrvxNCplokfVa59sLf5wOUdij7Fx3UrKlY0AoEG9utSp34633/2YYY8PYMfOvXz1zY/8b94rdOl8KwDNmzWiVkwbPNzdc217y9Y/aNmyCf379baXder478hVpchyANSuWY0yZcJzbeeHn37hp9XreP+d2XS4tbW9/O6ed2apZ2CQmZmJxWLl9+1/MePV+fS5rwchwUH2OlOnzyUkOJAli9+wT7urUb0KDW+5g+9WraF9uxYs/nA58WfO8v03SygVFgJAubIRtLu9N5eLjz/L8iVvUatmNXvZi1NeJTk5hTWrltmT0IYNoqhTvz3vf/AJDz14T559s2Xrn9zVtSO9e3Wxl3W987Zc+2jVD2v59betfPHJ2zRtUh+AZk0bUrd+e2a/vpAZ08bZ6zo5OvHe26/i6Gi7zXfv2c/yT79SEiUiIiKFLjbJNiXuyDkIdIdAN1tCdTSpsCPLH03nu8ZSLeBw2Z69DqbCf0Ns3voHdWpVsydQAOGlQmlYP4oNv24B4Pdttilht7Vvaa/j5uZKi2aNr9h2zZpVWfX9WiZNncPmLduxWHJPPK9k7c+/4ufnkyWBysmKlasILl2HsLJRdOh0H0FBAUx+8dksdVavWU/HDm0wm81kZmaSmZlJ2TLhlIkIZ+u2vwDY+vuf1Kldw55AAcRE1yY4KCDbOcPCQrIkULZzbKBl8yZ4eXnaz+Hp6UHd2tXt58irb2rVrMIHSz7l1TkL+GvHbgzjylvdbtn6B4EB/vYECsDDw5327VrYX8eLbmnawJ5AAVSpHMnJU/H2qYIiIiIihSXcE86kgZV/PzsnZ0Ipz0INK980EpWH6a0d8lWvcbiJxuEOjFptIT713yFJgPMZ4O/67/fD6t/43PX48ZME5ZAcBAUFcvjIUQBOnDyFp6cHrq4uWeoEBvhdse37encjKek877y3lGmvzMXf35d+fXoxcvgQHBzy138A8WcSsowm5ab5LQ15fvSTpKWn8823PzFrzgJenPwq48Y8Za9zOv4ss+YsYNacBdl+/uKzU8dPnsrx2gICsi/kkFNiFR9/hk2bt7H8s6+yHWvRrBGQd9889cQgTCYzC97+kHEvvEJYWAiPDe7HoAH353jtx4+fyvF1DA4K4OzZhCxlPt5eWb53dnLCMAzSMzJuyKIYIiIiIrnpWhl+W22byufpZPu8nJJpW1ziZqAk6hrrXsXErM220QR3R1tGXRTeECEhQezavS9b+cmTp/Dz9QEgOCiQpKTzpKamZUmkTp0+c8W2zWYzgx/uw+CH+3Ak9hhLP1nBC5NepVRoCP369Mp3jP5+PtkWfsiJj483UXVrAtCoQTSnTp/hjfnv8tCD91A63PZclJ+vDx1vb8P999yV7ecD/G2JU0hQIHv3/53t+OnT2fecMpH99fP19aHDra0YPmxQtmOenh5A3n3j6urCqGceY9Qzj7H/wCEWvvMRo8ZMpmJkOdq2bpat3ZCQwBz3xDpx8jS+F15HERERkaKuZqCZrpWs/BILiem2ESitzleCRYeaGRpjwv/CohL+rjA0pvDfEPWia7Nt+w4OHTpiLzt67Di/bfqdRg2jAahbx5aYfPXNj/Y6KSmp/LRmXb7PUzo8jCceG0CF8mXYvWc/AE7OtmG51LS0K/5s82aNOHMmgW++/Snf5wMYOcK2+t/ceYsuaashO3ftpW6dGkTVrZnlz8XnsqLq1uT3bX9x9Nhx+89t3rKdEydP5+u8LZo1YtfufVStUjEr6Lq0AAAgAElEQVTbOSpVLJ+tfk59c6nICmWZOG4ELi7OOR4H23TDk6dOs279JntZcnIK361aY38dRURERIo6NycTQ2IcWNzZgbc7OvBSC4dC/7xcEBqJug6iQ82FtqpIenoGn33xTbby2zu0ZtacBfS8dxAjRzyKg4OZqdNfJ8Dfj7739wCgerVK3Na+JcNHTiDp/HlCggJ5/c13cHNzw3yF1fmGjRiHn68P9WLq4O3lydpffmP/gUM8P/pJACpF2hKKt99dQrcut+Pu5kr1apWztdOqRRNat2rKgMFPM+LJR6hTuxrHj59i3YZNWRZMuFx4qVDu7nkn7763lKeffAQfH2+eGT6Eth3upte9j3Bv764E+PtxLO4EP61eR+9eXbilaQPuubsr02e+Se/7B/P0U4NJTU1l8rTXCAzwx3SF671o8MN9WLLsC+7s/iAD+99DWGgIJ06eZt36jTRqGM1dXTvm2Tf393ucOrWrU7tmNVzdXPj8i2/JzLTQpFG9HM/ZptUtNGwQRf+Hn2Lsc8Pw9/Nlzty3SU1N5bHB/fKMWURERET+OyVRxUxS0nn6DXgyW/nnyxay/OO3GP38VIY+OQbDMLilaQPeWTDLvrIcwGuzXuSpZyby7HOT8PBwp3+/uylbtnS2fYguVT+mDoveX8rb7y4hLS2d8uXKMHP6eDp2aANAREQpJjw/gnlvvcf8BYspFRbCtk3fZWvHZDLx7v9e5aUps3lj/rucPh1PaEgw3bt1zPO6n3jsIRZ/+Cn/e+cjhj0+gIqR5fh25WJenPwqw0aMIzU1jbDQYJo3a0T58mUAcHd34+MP3uSpZybS/+GnKBMRzrgxTzFu4nS8vDzyPGdAgB/frvyAFybN4rmxU0lITCQkOIhGDaOpXq1Kvvqmfr26fPrZ18x+fSGG1UrlypG8s2CmfbpiTt7936uMGTeNUWOnkJaWRnTdWny69H9ZljcXERERKarOphr8dQqqBkCA283xDNTlTJbkw1deDqyYSEi88iajR46nUjrE9Yp1ihsHsxmL9cobmmVmZtK0ZRdiomrx+uxJNyiywnPo0BHqN+3IjGnjuLd318IOp1CUxHuhJPDx9s7z30ERKT50z0tRti7WYNluK3WCTTxQs2hN4XMwm/H0zHuJQI1ESRaffv4NccdPUL1aJc6dO8+i95ay/8AhXn/1pcIO7bqY8ep8QkOCiChdiiOxx5gx+y0CA/zodEe7vH9YRERERAps52nbGE7VgJtzFAqURMllPNzdWPzhcg4e/AeL1Ur1qpX4YNFrxETXLuzQrguTybYxb9zxEzg7O9O4YQwTnh+Ot9dNskmBiIiIyE0kw2Kw94wtiaqSfVeZm4am811QEqcw5Wc6n5Q8JfFeKAk0tUekZNE9L0XVrtMG87dZCfcy8WQh7J2al/xO5yt6kYuIiIiISLG068JUvmoBhRzIf6QkSkREREREboidF7bjvJmfhwI9EyUiIiIiIjdAmsUgyB0yrCbKehd2NP+NkigREREREbnuXBxMPFTHhNUwMJtu7pEoTecTEREREZEb5mZPoEBJlIiIiIiIXGfpFoN9ZwwyrcVjYXAlUcXM4g+X06p9D8pE1qd8lca0aHsXzz0/JVu9EydPMWrMZOo3uZ2wslFEVKhHq/Y9mDP3bRITz2Vpzz+0Bv6hNQgIq0nZSg25pVVXnh0ziYN//5NjDInnknhpymwaNetEqXLRlImsT8cuD7D8s6+xXlhSffK016hYven16YRc/PzLb/iH1mDHzr32srjjJ+l5zyDKVmqIf2gNfv7lN4Y8PorW7Xve0NhEREREirN9Z2DuVivztxWPJErPRBUjM16dz0tTZvP4kAcZ+9ww0tLS+H3bDj5e9gUvjn/GXm/P3gN06f4gbm5uDHzoXqpXrUR6Rga/bfydV+cs4M+/dvHGnMlZ2v5s6f9wdXPl/Plkdu3ex9uLlvDue8tY+NYM2rVpZq938uRpOnXrS2LiOR55uA91a1cnLT2dtT//ytCnxuLi4sztt7W+YX1yqdq1q/PNysWULxdhL3tl5pv8tWM3b82dhq+fD1UqRxIeHkpKSlqhxCgiIiJSHO28sLR5pG8hB3KNKIkqRt7632L63t+DMaOesJfd1r4VzwwfnKXewMFP4+/vxzcr3sfDw91e3qbVLQx5pC/frVqdre2oqJp4engA0LJ5Y/o90Iu77x/MwMFPs23jt3h7ewHw1MgJJCQk8v03SygVFmL/+batmzHgwXtIPJd0Ta+5ILy9PKkfUydL2d59B4mJrk27ts2z1LsWUlJScXPTprUiIiJSshmGwa5isrT5RZrOdx1sPX2WMb/vpP+6rYz5fSdbT5+9IedNSDhHcHBgtnLTJQ/v/bJuI9v/2Mnzzw3LMVnw9vLkrq4d8zyXi4szU14cRUJCIsuWfwnA4cNHWfnl9wx7fGCWBOqi0qVLUb1a5RzbO38+maeffYEGTTsSXj6GuvXbM2LkxGxJ17uLl9G4eWdKlYumYvWm3NGlDzt37bMfn/HqfGIa3UZY2Siq1GxO994DOX7iJJB9Op9/aA1Wr93Aii9X4R9agzr12gHkOJ3vyJGj9H94OBWqNia8fAx33T2AvfsO2o//808s/qE1+HjZCh559FnKVW7EPQ8MybMfRURERIq7E8kQn2rg6Wwiwquwo7k2NBJ1jW09fZbZew7i5mDG38WJ+PR0Zu85yGOVyxMVcH3HL2vXrsb8BYspHR7Gre1a4u+f/XzrNmzC0dGRZrc0/M/nq1ypAqVKhbJp8zb69enFug2bMAyDNq1vKXBbKSmpWCxWnhv5OIEB/sQejWP6rHn0GzCMZR/Ot8W+fhNPPT2BZ59+lPoxdTiXlMTGTdtIPGd7huvDJZ8xY9Y8nh/9JFWrVCT+zFnW/vwryckpOZ7zm5WLGTFyIj7eXowe9QQuzs451jtz5iwd7rwffz9fpk95Hnc3V2bOeYuuPR9i4y8rs4w2jR0/jTtub8vC+a/g4KDfUYiIiIhc3GC3in/WX+7fzJRE5eHpLX/leqxbRBiNgvwB2HAynk8OH2N3wjnSrQaO5n/fIJlWg08OH7MnUbN27ic2JTXHNhsG+HFX2VJXFeu0SaO5r+/jDBn6HCaTicqVKtCpYzseHdzPPuoUF3eSAH9fXF1dsvysxWLBMGxzVU0mEw4ODvk6Z6mwEE6ctN0Zx+KOA1A6PKzAsQcG+jN96lj795mZmZQpE87tne/nyJGjlC5dis1b/6BG9coMe3yAvV6HW/99vmrL1j9o2bIJ/fv1tpd16tgu13PWj6mDl6cnvr4+2ab5Xer1eYtITk5hzapl+PnZXsOGDaKoU78973/wCQ89eI+9br2YOkybPKZgFy8iIiJSTG2JszJ3q8GpFEjJMKjqbyU69Ob/RfPNfwVFTKrFisNlCbaDCY7mkjRdSzWqV2HD2i9YvGgO/fvejWEYvDzjDdrc2pOk8+cBMDBy/A1AuUoNCS5dh+DSdahSq3m247m5mHhd6mp/wfDRx5/Tou1dRFSoR3DpOtze+X4A9h04BECtmlXZ/sdORo2dzLr1m0hPT8/y8zVrVmXV92uZNHUOm7dsx2KxXF0gl1m9ZgMtmzfBy8uTzMxMMjMz8fT0oG7t6mzdljXJvvTZKhEREZGSbEuclVmbDM5lgJMZMgyYtdlgS5y1sEP7zzQSlYep0TXyVa9RkD+NgvwZ8/tO4tPT8XD8t2vPZ2bif8lUsaHVIq95nBe5uDhzW/tW3Na+FWB7hmjok2N5b/EnDBpwP2GhwZw6fYa0tHTcL5mGtvKzd7FYLLzz3ses+HJVvs93LO4ElSuWByAs1PYc1JHYY1QoX7ZAca/4chWPPPYsD/bpxehnn8DPz4fjx09yf7/HSUu1rZTXsnlj5sx8gXkL3ufN+e/h4eFOz7vuYPzY4Xh4uHNf724kJZ3nnfeWMu2Vufj7+9KvTy9GDh+S75G1nMTHn2HT5m0s/+yrbMdaNGuU5fvgoICrPo+IiIhIcbJ0t4GbE1RzhwyrLZE6n2Erjw4t7Oj+GyVR11i3iDBm7zkIZOLu4ECyxUKKxUq3iIJPcbsW7r/nLsZNnM7evbZFEJo0qkdmZiZrf/mVW9u2sNerXasaAN98l31lvtzs3rOfo0fjqF+vrr1tk8nEDz/+UuAk6rMvviEmujYvT/l3St8v6zZmq9e7Vxd69+rCqVPxrPhyFc89PwUvL0+eH/0kZrOZwQ/3YfDDfTgSe4yln6zghUmvUio0hH59ehUonkv5+vrQ4dZWDB82KNsxT0+PLN+bKB7zfEVERET+q9gkCLjwO3unC/Pf3B3haOEt1nzNaDrfNRYV4Mtjlcvj7+xMfHoG/s7ON2RRCbDt0XS5U6fiSUxMIujCCEnTJvWpXasaE1+aybmk81d9rrS0dEaOnoSPjzfdunQAICKiFB1vb8OMV+cTd/xktp85EnuMHTv35NheampatoUdPv5kRa7nDwz0p+8DPWnUMJrde/ZnO146PIwnHhtAhfJlcjxeEC2aNWLX7n1UrVKRqLo1s/ypdGEUTkRERESyKuUJ5zKyliVn2spvdhqJug6iAnxvSNJ0uVtadaXDba1o1aIJQYEBHD5ylDlzF+Lm5krvnnfa6817fSpduj9I8zbdGNj/PqpVrYjFauXAgUMs//xrPNzds7W9deufuLq5kpKSws5dts12Dx8+ysK3Ztj3iAKYPnksd3TrS5tbe2bZbHfd+k28tfAD5s6elOMy5y2bN2bEsy8wfeabxETX5rvv17Bm7a9Z6kyaOoezZxNo2qQ+Af5+bP9zJ+vWb2Lsc8MAGDZiHH6+PtSLqYO3lydrf/mN/QcO8fzoJ/9Tvw5+uA9Lln3Bnd0fZGD/ewgLtS2msW79Rho1jM7XkvAiIiIiJU27svDiBvB0sm2ym5wJKZnQvcrNP3NHSVQxMuLJQXz5zY88O3oSZ84mEBwUSIP6dVnw5nTKli1tr1e5UgV+/O5j5ry2kHkL3iP2aByODg5ERpajS6dbGdj/3mxt39n9QQA8PdyJiAinRfPGPPzQvZQvVyZLvaCgAL5buZjZcxfy7vtLeXFyLE6OjtSqVY0Xxz/Dre1aZGsboO8DPfn70BHenP8eqWlptGzRmHlzp9L+9n9X2ouuW5O58xbxyadfkXT+PBGlS/HM8MEMGmBbgKJ+TB0Wvb+Ut99dQlpaOuXLlWHm9PF07NDmP/VrQIAf3678gBcmzeK5sVNJSEwkJDiIRg2jqV6tyn9qW0RERKS4cnQwU87bSqoF4lNtI1Ddq5iKxep8Jkvy4ezLqxVDCYmJVzx+5HgqpUNcr1inuHEwm7FYb/7VUeTaKon3Qkng4+2d57+DIlJ86J6XomD+Niu7ThvcU91MTOjNMfrkYDbj6Zn3fMObPw0UEREREZEiJcNisP+sbaymin8hB3MdKIkSEREREZFrav9ZyLBAhJcJT+ebYxSqIJREiYiIiIjINbUr/sIoVDHdQlNJlIiIiIiIXFN74m1fq/oXv1Eo0Op8dibAMAxMpuL5Qovkh2EY2i5YRERE/rPHok3sPWMiwruwI7k+NBJ1gYODifSMErFQoUiu0jMMHByURomIiMh/4+ZkonawCUdz8fxcoSTqAm9PR+ITMkhLt2IYSqakZDEMg7R0K/EJGXh7aoBaRERE5Er0aekCd1cHAM4kZmCxGJSENMpsNmPVPlGCbTqrg4MJHy9H+70gIiIiUlCZVoOXfzMo4w09qxbfkSglUZdwd3UoUR8gtRGfiIiIiFxLhxLgZLKB2VR8EyjQdD4REREREblGdscX3w12L6UkSkREREREroldF5c2Dyi+o1CgJEpERERERK6BxDSD2HMGTg5Qwaewo7m+bvgzURv/OsDqzbs4cvwM6RmZvD6qT5bjf+0/wtJVmzh19hxBfl50b1uf6hXC7cdPxCey+Kv1HIg9iburM20aVKddo5o3+jJEREREROQSFzfYjfQ14VTMt0y54SNR7q4utIipSo92DbIdO3nmHG8s/ZHbmtRixvB7uLVJLd5Y+iOnzp4DwGq18vqS7wkN9OHlYXczuEcbvl3/J5t2HLzRlyEiIiIiIpfYdeF5qKr+xTuBgkJIompEhlO/RgUC/TyzHduwfR9lwwJoWCsSRwcHGtaMpEyoPxu27wdg7z/HOZ2QRJdWMTg7OVImLIBmUZVZs2X3jb4MERERERG5RMsyJm4rb6J6YGFHcv0VqSXOj5yIp0xoQJayiNAAjpyItx8P8ffG1dkpy/GfNu/Ksb21W3azduseAPre0ZhSISXgFS0gH2/vwg5BRG4Q3e8iJYvuebnRfLyhRnje9YqypKSkfNUrUklUanombi7OWcrcXZw5lnbWdjwtEzfXy467OpOalpFje82iq9AsugoACYmJ2hPpMtonSqTk0P0uUrLonhe5Og7m/E3UK1Kr87k6O5KSlp6lLDktHVcX28iTq4sjKamXHU/997iIiIiIiNx4n+6x8sMhg5QMo7BDuSGK1EhU6WB/dh+Ky1J2OC6equXC7MePxyeSlp6By4UpfYePx1M6pJjv5iUiIiIiUgRtibPy4S6DzXHg5mgwujE0Cnco7LCuuxs+EmW1WsnIzMRisQKQkZlJRmYmhmHQqHYkh46dYuNfB7BYrGz86wD/xJ2mUe1IACqVCSHAx5NPf9pCekYmh+NOs3brbppFVb7RlyEiIiIiUqJtibMya7PB0SRwMtsSi7m/28qLO5Ml+fANHXNbt20vi1b8kq38hSF3EejrlWWfqEBfL3q0y75P1PtfrefAkRO2faIa1qB9PvaJ0rzg7DRfWqTk0P0uUrLonpcbYdRqC/GpkJAGZ9MgxB1cHcHfFV5qcXOORjmYzXh6Zl9F/HI3PIkqLPqHJDv9AytScuh+FylZdM/LjdBnpYUAVziQAGkWKO8Drg4QnwpvdyzeSVSRWlhCRERERERuDuGecD4D0i22710dIDkTSuWdg9z0lESJiIiIiEiBda9iIjEdMqzgbLYlUCmZtvLiTkmUiIiIiIgUWHSomX41IdgdTCbbs1BDY0xEhxb/FKNILXEuIiIiIiI3j/YVHGhfobCjuPGKf5ooIiIiIiJyDSmJEhERERGRAjMMg12nDc6ll4jFvrNQEiUiIiIiIgV2KgXmb7MyY6OSKBERERERkTzFJtm+hnsVbhyFQUmUiIiIiIgU2NFzthGokrAv1OWURImIiIiISIHZR6I8i/++UJdTEiUiIiIiIgV27EISpZEoERERERGRPJxLN0hIM3B1NBHgVtjR3HhKokREREREpECOn7d9DfMEk6nkTedzLOwARERERETk5lLRz8SEZmaSMwo7ksKhJEpERERERArMw8mEh1NhR1E4NJ1PRERERESkAJREiYiIiIhIvqVbDCatt7LoTyuGYRR2OIVC0/lERERERCTf4s7DqRQDJwdTiVxUAjQSJSIiIiIiBRB7zva1JO4PdZGSKBERERERybfYJNsUvnDPkjkKBUqiRERERESkAI4m2b6W8ircOAqTkigREREREckXq2Fw7MJIlKbziYiIiIiI5OFUCqRbwNfVhIdTyZ3Op9X5REREREQkX1wcoEMFE+YSuirfRUqiREREREQkX3xcTLQtV7ITKNB0PhERERERkQJREiUiIiIiIvmy9rDBnngDq2EUdiiFSkmUiIiIiIjkKTHN4NO9Vt7506CkT+hTEiUiIiIiInmy7w/lCaYSvrCEkigREREREcnTxSQqvATvD3WRkigREREREclT7MVNdr1K9igUKIkSEREREZF8OHrO9lUjUUqiREREREQkD2kWg5MpBg4mCPEo7GgKnzbbFRERERGRK0pIs2206+YIjmZN51MSJSIiIiIiVxTsbmJMExPplpK9P9RFSqJERERERCRXW+KsLN1tEJtkex6qexUT0aEl+6mgkn31IiIiIiKSqy1xVmZtNjidAgGuEJ8KszYbbImzFnZohUpJlIiIiIiI5GjpbgNnBzhyDvafBXdHcHO0lZdkms4nIiIiIiI5ik0CDLACzg5gMtkSqYsb75ZUSqJERERERK5CSXhWqJQnbDth+7u/m+1rcqatvCQrXq+yiIiIiMgNcPFZofjU4v2sUJ1gSLOA2QQejnA+A1IybQljSaaRKBERERGRAlq628DNETycbN9f/Lp0t0F0aOHFdS0ZhkHceRPlvA0cHWyJYqliOuJWUEqiREREREQKKDbJNgJ1qeL2rNDBBDicaBDuZdsjysmhZI8+XUpJlIiIiIhIAYV72kZmMqyQbgF/V9u0t+L0rNCZVHBzNNEkHCVQl1ESJSIiIiJSQN2rmJi5yeDYeXAw2f4YFK9nhWJCTdQIBKNkr2aeo5I9mVFERERE5CpEh5rpXwuczbbRKE9nGBpT/J4VcnU04eZUfBLDa0UjUSIiIiIiV6GSv5mqAbbV+O6pbiY6tHgkGykZBr+fgJhQcNY0vhwVr1RZREREROQGScnM+e83u1+PwdLdVhbv0Dy+3CiJEhERERG5CmmWf/+eklE8Eg6L1WDtEdu1NAjTKFRulESJiIiIiFyFS0efkovJSNQfJ+FsqkGwu4lqAYUdTdGlJEpERERE5CpcOhLl7FB4cVwrhmGw+rBtFKp5hAmTSSNRudHCEiIiIiIiV8HfFaJDTFT2N1H/Jp/6tiXOyjt/Gvx5CjycwMFkBYpBZnidKIkSEREREbkKVQNMVA24uZMnsCVQszYbJKaBkxncHOC1reBotha7JduvFfWKiIiIiEgJtnS3gZsjBLiBuxOEeoKbo61ccqaRKBERERGRq3Aq2eBsGvxvuxUPJxPPNbk5xydikyDAFUwm8HGxlTmY4GhS4cZVlCmJEhERERG5Cp/tM9hxyjZaY+XmHLXJtBp4OdtWF/Rw+rc8ORNKeRZeXEXdzZkui4iIiIgUskuXOM+wQIbl5kqkDMNg2W6DlAw4mQznM8AwbF9TMqF7lZv/ea/rRUmUiIiIiMhVSL1sb6ibba+otUfgt2MGQR4wsI5ttcH4VNvXoTEmLSpxBZrOJyIiIiJyFS4mUY5myLTaRm8uPlNU1O06bfD5PisAd1czUzfYxK0VCjmom4jSSxERERGRq3AxifJ3s017S8koxGAK4MR5g3f/MjAMaFfORN1gTdsrqCI3EpWQlMySb39j96FjWK0GESH+9GjXgNIh/gBs2L6PFWu3kZCUTHiwH71va0TZsMBCjlpEREREShLDMEi98AyUvyucOG97lqgo2xJn5cNdBttOgKMJmobDreWVQF2NIjcS9cHXGzifmsb4Qd2Y+kQvyoQF8tpHqzAMg32Hj7P46w3c06ERrzx1D1FVyzLno1WkpKUXdtgiIiIiUoKkWWyLMLg4QMMwE3dWMhPqUdhR5e7ihrqnk8HZbFvOfFc8bD1+cy2GUVQUuSTq5JlzxFQth4ebC44ODjStW4kz55I5n5LGz1v3EFWlDNUrhOPk6ED7RjVxdHDg993/FHbYIiIiIlKCOJlhaD0zD9UxUzvYRPMIE4HuRXdU5+KGur6uEOkHkb62jXW1oe7VKXLT+do1qslvf+4nqmpZXJwd+XnrHipGBOPp7sqR4/E0rlPRXtdkMhER4s+R4/E5trV2y27Wbt0DQN87GlMqRNP+Lufj7V3YIYjIDaL7XaRk0T1//fn7FnYE+ReXkkiguwmzycTF7aBcDIPjyYbeK5dISsrfDsNFLomKLB3Mhu37GD7jQ8wmE37eHjx2d1sAUtMzcXNxzlLf3dWZ1LScJ6A2i65Cs+gqACQkJpKQmHh9g7/J+Hh7q09ESgjd7yIli+75Gys+xeBgAvi6QKRfER2Nslo4EA+lvcDhQojnMyDEDb1XLuFgzt9EvSKVRFkNg1mLv6F6hXAe7t4KJ0cHNmzfz8vvfsXYAV1wdXbM9vxTcmo6QX5ehRSxiIiIiJREsecM1h81iPAy4WiGxTusRIeYimQSlZBm4GSGM6ng6WRbCCM5Uxvq/hdF6pmo5JQ0Tp1NolX9ari5OOPo4MAtUZUxDDgQe5LSIf78E/fv1D3DMDhyPN6+cp+IiIiIyI1wIhnWxxrsjrc9awRFd7Pd7/428HSGtmWhlKc21L0WitRIlKe7KyH+3qzevIuurWJwvDASlZqWQXiwH57uLsz+4Dt21YqkYpkQfti4kwyLhbpVyhR26CIiIiJSglzcI8rVEdwuPGSUUgSTqJPJBr8eNTCboH8dM8FFePGLm0mRSqIABvVozSffb2LUnKVYrFaC/bwZ0K0lQX5eBPl50fu2Rrz35ToSklIoFeTHo73aZntOSkRERETkekq12L66OYL7hU/URXGz3a8PGlgNaFjKpATqGipySVRYoC9DerXN9Xij2hVpVLtirsdFRERERK631Ezb0uCuDhTZ6XxHzhn8ftzA0QztyymBupY0CVJEREREpIAuTudzcTThfmE6X3KGgWEUnX2Xdp6yxXJLaRO+rkqirqUiNxIlIiIiIlLUXUyi3BzB0WzC2QEyrJBmsT0nVRS0K2+mor9BsHthR1L8FJGXWERERETk5uHjAmGeJrwuPJo/tokZV0cwmYrWiE95n6IVT3GhJEpEREREpIBujzRze+S/37s5FX6ysiXOytLdto1/g92hT00tYX69qFdFRERERG5yW+KszNpsEJ8KyRmw4zRM+dVgS5y1sEMrlvKVRCWeT+HU2XP27w3DYO2W3Sz59le27zl83YITERERESmKMq1ZF5H45qCVmRut7I4vnIUllu62bfqbaYV0q23ZdV9XW7lce/lKot754me+/3WH/fsv1vzOB19v4K8Dsbyx9AfWbdt73QIUERERESlqJvxiMHK1lfPptiTlTCocPmdwNrVw4olNsiVO8RfOH+QOHo5wNKlw4inu8pVEHY47TZVyoQBYDYM1W3ZxZ6toxg/qRoemtfnhtx15tCAiIiIiUjwYhtKw514AACAASURBVEFqpkGmFVwurDDgXsh7RYV7wrkMSMkEE+DlbIullGfhxPN/9u47PM7zvPP9932nDwadBQTYRRIUVQlShZLVZVlyt0wXucSOk3MSJ/Yy3myyjrK7OeuUPZuT2GEsxxvHXpeVO90iW5YsWbJVKYkEq0iCpNgLQJAgAWIKprzP+eNBIUgAHJAzwAD4fa6LF8B5pzyiMAR+vJ/nvie7vEJUsidDWSQMwKHjp4gn09x41UIAGufPov302ZEeLiIiIiIyaWQ8yBnwu7a9OUCkd1ZUMjM+2+dWNzp09tjtfBG/DVPJrL1dCi+vEFVVHuX4yTMAbNt7mLraSqorygBI9qTx+33FW6GIiIiISAnpmxEV9g8ElLLe7nzjVYlqqnO5sQ6CLhigJgxrVqg7X7Hk1eL81usW8+NnNrBr/zG27T3Cu+9a0X9t/9F2Zk2rLNoCRURERERKSSpnP0bO+Um67/NEZuzX0+fq6Q49Ofj4NQ4N5apAFVNeIer+W6+lqjzKgeMn+eBbbuKW6xb3X4sne7j1+iVFW6CIiIiISCnpr0SdsxmrL0Qlx6kSBXD/Qpe3LFA3vrGQ97Ddm69dxM3XLrrg9g+/9ZaCLkhEREREpJT1hajQOT9J10TghlkO9bHxrQA5jipQY2HYENXRObp+iDWVav0hIiIiIpPfzDJ4/1KXWHDgthlRhw9eOX4BZk+HoS4G5UGFqLEwbIj6y0fWwSiS7Jcf/lhBFiQiIiIiUsoqQw431Y/3KgZkcoavbfPIevDf3+T2N7mQ4hk2RP3R++/p/zyVzvDjX2+gbloVyxvnUl4W4Ww8SXPLQdpOdvLgPSvHZLEiIiIiIqXqeLchkYGFVWO7rW5/J2RyUB9zFKDGyLAh6prFc/o//8Zjz3PN4jl86IFVg+5z+4qlfPvxl9i+9wg39M6NEhERERGZzPadMRzvhgWVUH9OF7xHmu0Q3r++zSUaGLv17O6wzSQaa8fuNae6vBrHb951iOsb5w15bfnS+WzZc7igixIRERERKVXb2g0/3u2x5/Tg26Pj1OZ8V4f92FijKtRYyStEBQI+3jjcNuS1vYfbCGjYroiIiIhMEQPDdgffHumtPo3lwN3OHsPxbkPQZytjMjbyanF+e1Mjj7+wle5kD9ctmUN5NMzZRIotuw/zfHMLD9x6bbHXKSIiIiJSEoZqcQ4Ds6JSYxii9vRWoa6ocvC7qkSNlbxC1DtuX040HOJXL2/nuY27bNc+Y6iIRXjvvSu558arir1OEREREZGSkMrZj5HzfpIu66tEjeF2vo6UwXW0lW+s5T1s954bl3HXDVdyuitOV3eSiliE6ooyXA30EhEREZEpJNm3ne+8Ey19oWost/Pdt8Dlttlm7F5QgFGEKADXcaitjFGrwboiIiIiMkX19Iak8ytRfWeikmMYouzrqqgx1vIOUWfOJti25zCnzybIZHODrjkOPHi3ZkWJiIiIyORnsD//nn8m6k0NDk0zHapCY7OO7rShLDC2M6nEyitEbdp1kK/99Ld4xlAejeD3DW7qpxAlIiIiIlPFZ292MebCLXRVYYeqMVzHt7Yb2hLwe9fC3AoFqbGUV4j62W+aWbawgY+9402URcYoWouIiIiIlKjxrv6ksoaDXYacgWkRBaixltecqNNdce664UoFKBERERGRYZxMGL6/0+OX+7yiv9YbZyDrwbwKh6jORI25vELUwtkzaDvVWey1iIiIiIiUtFNJw/942eN/b70wKPXk4NXjhh0ni7+Olg67nXBJTfFfSy6U13a+1ffewP/+2XOEggGuXFBPNBy84D7BwKga/YmIiIiITDjJLJxMGkL+C6s/fd36xqI73+7eIbuaDzU+8ko+f/NvPwPgW4+9YLtIDOHLD3+scKsSERERESlBw82IgnPmRGWKO7fpVNLQnjBE/A5zyov6UjKMvELUR99+67gfnhMRERERGW99M6LCQ/wUHfaD69htfVnP4HcL//Nzc6vHv24x7D0NM6OGLSegqU4/p4+1vELULdctLvY6RERERERKXnKEEOU4DhG/QzxjSGUhduEJmMvS3OqxdqMh4ocl1ZDKwtqNhjUrPJrq8mp1IAUyqoNMZ84m2Hf0BPFkmrJIkIUNM6gqjxZrbSIiIiIiJSU1QogCu6UvnoFEEULUuhYboMoC9vfRgH2tdS2GprrCvpaMLK8Q5Xke33vyFV7YvBvjDezxdFyH25Y38oG33ISr7X4iIiIiMsmlcvZn4cgwP0XPq4TqcHF+Lj7aDZXnBbOoH451F+XlZAR5hajHntvMS1v28O47V7By2XzKyyKcjSfZsOMAjz23ibJIiHfesbzYaxURERERGVdzKxxunwMLKocOSh9aVrxtdXVlsOWErXDNKbfnrxJZqI8V7SVlGHmFqPXb3uCddzZx381X999WUxnjvlVXgwPPvrZTIUpEREREJr3GGmfc2oovroYNrZDOgoPdypfMwupG7Qgba3mFqLPxJLNnVA95bfaMas7GkwVdlIiIiIjIRGSMbSrhOBAeYpbUperJGQ51OcyvMEQD0JGyFajVjY6aSoyDvELUzNpKNry+n2ULGy64tuH1/cysrSz4wkRERERESs3BTkPWg4byoUPSE/sNTx8w3L/A4c0LChei1h+FeMZw3UyHTzc5Gj80zvIKUQ/cei1f+8lv6eiK07R0nj0TlUjRvPMALQdb+f333FHsdYqIiIiIjLuf7TUc7DR8aoXLgiHqCBG/AxgS2cK9ZiZn+M1h29Di3nkKUKUgrxC1ctkCouEgjz23mR889Sq5nIfP5zK3rpZPf/DNLFtYX+x1ioiIiIiMu/4W576hr/d17UsWMES9chy6egwN5Q5X1hbueeXS5T0natnCBpYtbMAzhu5Eilg0rLbmIiIiIjKl9IWo4Vqc981wSmQK95rpHAR9qkKVkrxCVKonQ086Q2V5FNdxqCiL9F/rPJsgFAoQDgaKtkgRERERkVKQytptdSMN2wUKup3v7nkON85y+wOajL+8Wnl86xcv8u/PbRry2s+f38yjv3ixoIsSERERESk1njH05GznvdBw2/l6g06ygJUogFhQVahSkleI2nuolWsWzR7y2lVXzGbPobaCLkpEREREpNT0beUL+YYPNNECnona3m545Zgh65nLfzIpqLy28yV7MgQDQ9814PeRSKULuigRERERkVLT31RihJ+gY0H40LLL23rX3OrxwxZDcxv4Hfidq+EDVw5T+pJxkVeImlFTwba9R4acE7X9jSNMry4v+MJEREREREpJZQj+yy0uWW/4+/hdhxV1l/4aza0eazcach7YZunw+BuwuNrTUN0SkleIunPllXznly/j97msunYRlbEond0JXt76Br/dsIuHHlhV7HWKiIiIiIwrn+tQHS7ua6xrMUT80Bq3Z69mxSDg2tubLiOcSWHlFaJuW76Es/EkT7y0jadf2dF/e8Dv4513Lue25UuKtkARERERkYlkY6uhPWFY1eBQGRpdM4ij3XYGVU/OhqfKEGDgWHdx1iqXJu85UW9903XctfJK3jhygniqh1gkxMKGGUTCwWKuT0RERESkJOzpMLx41NBY47CqYfhw9NJRw4FOe7/K0OheoyEGLR3286qQ3dIXz0J97NLXLYWXd4gCiISDXD1Mlz4RERERkcmsPQnb2g2xINh4M7Rob1OJ+CW0OX/PEnj4t/bpK4L2OZJZWN2o9ualJO8QdaStg1++uJWDx09x5mycP//Y25g7q5afPtvMojkzFK5EREREZFJL5tGdDwYG7l5Km/PrZ7j8ztUevzoA3RlbgVrd6KipRInJK0Rt33uEf/nhr7li9gxuvuYKfvH85v5rAb/Lsxt2KkSJiIiIyKSWytp5TeGLdBu/nFlRAZ/DR6/28dGrR/9YGTt5RdqfPruRVdcu4k8/+gAPvOnaQddmz6zhSFtHURYnIiIiIlIq+uZERfwjb62L9G7nS2Q0JHeyyitEtZ7qZOWyBcCFuz/DoQDxZE+h1yUiIiIiUlLyGbYLEO0NWaOtRL1+0vDTPR7HuhW+Sl1eIaq8LMLJ02eHvHa8/Qw1lWoXIiIiIiKTWypnP4Yusp0vFoRY0ME3yl4QrxwzPH/Y8MbpS1ufjJ28zkStXLaAx57bxKzpVSxsmG5vdKDtVCdPvrydW69bXMw1ioiIiIiMu/oYZHIOVRcZuLt8psPymaNLUImMoaXD4Dhw3YzLWKSMibxC1DvvWE7ryTP84/95goqyCABf/uEzdHUnWbawngduvfYizyAiIiIiMrE9sLB4HfK2tUPWg8XVDhWjHNArYy+vEBXw+/jjD9zLrv3H2HXgON2JHsoiQRrn17NsYX2x1ygiIiIiMqltarPnoEZbwZLxMaphu0sX1LN0gUKTiIiIiEw9Z1KGkM82lnCc4cNOPGP4wmsG14GHV128etXVY9h7xuB34ZrphVyxFEteIer4yTMke9IsbLAbNNOZLI+/sIXjJ8+wdH49d91wZVEXKSIiIiIynowx/M3LHsbA39/pjtg0IuSD0ymDz7GPGylwAWw5AcZAY61DNKBK1ESQV4j67hPrWdgwoz9E/ejXG3h5614WzZnBj5/ZQCab475VhZsItnP/Mf79N80caz+D3+9jxZXz+dADqwBYv3UvP39+C53dCRpmVPPQ/Tczb9a0gr22iIiIiMj5enI26IR84HNHDjp+1yHog3TOPu5iLdEXVsEtDQ6NNQpQE0VeIepY+2nuvekqAHI5j1e2v8H73nwjty1fwq9ffZ3nm3cXLES1HDzOV370LB95261cu3gOYDje3gnA3sNtfOeJ9fzh6rtYPLeOZ17bwSPff5rPffJBIqFgQV5fREREROR8AzOi8gs6Eb9DOmdIZi8eohrKHd7bqAA1keTVYqQnnSUSsqOX9x1tJ53OsrxxLgBz62o51dldsAX99Nlmbm9qZMWV8wn4fQT8fubOqgXghU27Wd44l2ULGwj4fdx389X4fT42txwq2OuLiIiIiJyvf0ZUnh0FovZHZ5KZ4qxHxldeXwbTq8vZd7SdxXPr2NxykDl1NcSitkF+d6KHcG/Aulw96QwHjp1k2cJ6/var/05HV5z66VWsvucG5tVP40hbB6uuW9R/f8dxmDOzhiNtHUM+3/PNLTy/aTcAH3/7Kupnatvf+SorKsZ7CSIyRvR+F5la9J4vrFO5HIFAkqqoS2VF9KL3ry5LcrInhxsKU1kx/I/c39mWYl6Vjxvq/QRHO51XCq67O7/iUF4h6p4bl/GdX66neecBDrd28DvveFP/td0HW2mYUX1pqzxPIpXGGMMLm/bw6Q/eS920Sp5a/zqPfP9p/vsn30Mqnb1g2140HCTVM3TEv62pkduaGgHo7Oqis6urIOucLCorKvRnIjJF6P0uMrXoPV947WcMmYyHk3Po7Mpe9P5OziOTMZw4k6MuOHQ4aosbnnnDI+J3WFru4L/IWSspPp+b3yywvELUrdcvYUZNBQeOneQ9d60Y1OY8Gglyzw3LLm2V5wkHbUXrlusWMXtmDQD333INT63fzhtH2gkH/SR70oMek0ilmV5dXpDXFxEREREZysCZqPzu31TnMK/SYWbZ0NebWz0eaTYc7IL6mGHrCfsYmRjynhO1eG4di+fWXXD7O25fXrDFRMJBaitjDPXl4wCzZ9ZwqHVg654xhiNtHSxfOq9gaxAREREROd+CKvi9a13K8jzFcv2M4QNRc6vH2o2G9iQEXHAdWLvRsGaFR1NdfpUQGV8l93/pjhVLeWnrXo61nyHnefxq/Xb8Ph9XzJ7Bm5YvYfOug+zaf4xsLsdTr7xOJpfj+t4mFyIiIiIixVAZclg2zVaXLte6FoOLbZkecGFaBCJ+e7tMDHlXosbKm2++ilQ6wz99+wky2Rxz6mr59AfvJRIOsmjOTB66/2YeffwlOruT1E+v5lMfuFftzUVERESkpHT2GA52QnkIFpwXvI52Q7z3hEpFyH6M+uFY4RpeS5GVXIhyHId33rGcd94x9DbBm69dxM3XLhrymoiIiIhIMWw9YTgeN1w9zaGh/OLVqH1n4NHXPa6b4VwQomIBG5hCPpje2+gvkYX6WDFWLsUw7Ha+js5ucjlvLNciIiIiIlKSXj9p+NV+k3e1KNJbqkgO0cjvE9dAZRCqw/aH8XjG3m+1Bu5OGMOGqL/80o841HoKgC88+gStJ8+M2aJEREREREpJcpTd+UYatrtilo+HVznMKYeOFNSEYc0KR00lJpBhvwyCfh/prP1q2X2wleQws5hERERERCa7npz9mG+I6qtEJc6pRG1rN8wqg2lRG5iaLmx8LRPEsF8Gc+pq+MGvXuXK3plQv9mwk+ZdB4e8r+PAg3evLM4KRURERETGWV8lKuTL7/59lahEbx2iPWH49g4PB/izG11qItq6N5ENG6I+8tZb+NGvN7Bl9yFwHHYdOI7fN/RXjUKUiIiIiExmfcN2I6OsRKVyhqxn+N5OQyZnB+oqQE18w34Z1E2r4o8/cC8An/zbb/CHq+9mQcP0sVqXiIiIiEjJGG2Ich2HsN8hlTU8dcBwoNNQGXJ492IFqMkgry+Dv/nUaipjkWKvRURERESkJMWCdhRPvtv5mls9MjnD8W74UrNhZhR+71qHsoBC1GSQV4iqrYyR8zw27NjP3sNtxJNpyiJ2+O3ypfPwueokIiIiIiKT15/flP/Pu82tHms3GiJ+e5aqJwftSUhlDaAQNRnkFaK64kn++Tu/4uiJ09RWxSgvi7D/aJLfbtjF7Jk1/IeH7qO8LFzstYqIiIiIlLx1LTZAuY4NUBE/1JXZ29WRb3LIK0Ste/o14ske/vPvvp359dP6bz9w7CT/+qNnWff0q/zuu24v2iJFRERERCaKo91QG7bN1xZWQc5AxEfeg3ql9OVVl9y+9wjvuXvloAAFML9+Gu++q4lte48UZXEiIiIiIuPtUJfhL5/z+OoWL6/7N8QG5kOFfBD129/Xx4q4SBlTeYWobM4jHAwMeS0cDJDL5fcFJSIiIiIy0aSy9jxTJs8feVc3OiSzEM+AMfZjMmtvl8khrxC1oGE6T768jZ50ZtDtPekMT768Xa3PRURERGTS6mtvHs6zvXlTncuaFQ41YehIQU0Y1qxwaKpTM7bJIq8vhdX3rOQL336Sv/jiD1m2sJ7ysghn4yl27DsKwH/8yP1FXaSIiIiIyHhJjnJGFNggpSYSk1deXwpz6mr53Ccf5Kn12zlw/BRHTpymMhbl9qZG7r3pKmJRdeYTERERkcmpJ2c/hvOcESWTX955OhYN8567VxZzLSIiIiIiJSeZNUD+2/lk8tPGTBERERGREQyciVJjCLGUp0VERERERrBsmkNZwM58EgGFKBERERGRES2udlhcrSqUDNB2PhERERERkVG4aIjKZHM8/sIWjrR1jMV6RERERERKyusnDVtPGJIZM95LkRJx0RAV8Pv45YtbSaTSY7EeEREREZGS8vO9hm9u9+jSj8PSK6/tfAsapnOo9VSx1yIiIiIiUnKS/d35xncdUjry+lJ48O6VfO2nv8Xnuly9aDYVZWEcZ/DhumBAX1UiIiIiMvmkcpoTJYPl9aXwP7/+cwB+8KtX+MFTrw55ny8//LHCrUpEREREpAS8djzHthPQk4P/5wWP9zU6NNWpN9tUl1eI+ujbb72g8iQiIiIiMpk1t3r880ZIexDywekUrN1oWLPCU5Ca4vIKUbdct7jY6xARERERKSnrWgwBF/y9v8oCA7c31Y3v2mR8jWpn57H2MxxqPcXprji3XLeIyliUEx1dVJRFCIcCxVqjiIiIiMiYO9oNFUEIuBDw2duifjjWPb7rkvGXV4hKpTN86+cvsmnnAXw+l5xnuGphA5WxKD/9TTM1FWWsvveGYq9VRERERGTMNMSgIwXzKgZuS2ShPjZ+a5LSkNdmznVPvca+Iyf4kw+/hX/6sw+DGRg0dvUVDezYd7RoCxQRERERGUunU4aXjxpWNzoks5DxbDUqnrHtzlc3qlfAVJdXiNrUcpD33L2CxvmzcM9rMFFbGeNUp2qaIiIiIjLxtScMjzQb1rV44DisWeFQE7YVqZowrFmh7nyS53a+TDZHLBIa8loqnbkgWImIiIiITBTNrR7rWgwHuiCehmkRuH6mw9IaiAZcNZGQC+QVo+fNqmX9tjeGvNa86yALZ88o6KJERERERMZCc6vH2o2GY93QmbJnnlrjcOMsQzSgQoEMLa8Q9a47m9i06yD/9O0neWHzHnActr9xhK//7Dmadx7gHbcvL/Y6RUREREQKbl2LwedAewI8oDoMs8vhZ3vGe2VSyvIKUYvmzORPPvwWsrkc33tyPRjDY89tpv1MN2s+dB/z66cVe50iIiIiIgV3tBtSWRugKoI2QJUF1MZcRpb3nKhFc2byn37nraQzWRKpNNFwkGBgVGOmRERERERKSkPMBqbaMFSGwAHiamMuFzHq1iIBvw+f6xLw+4qxHhERERGRMbO60cEAsSCEfGpjLvnJu5S0be8RfvnCFg61niLnGXyuw9y6Wh649VquWTynmGsUERERESmKpjqXNStsd75j3bYCtbpRbcxlZHmFqOeaW/juE+tZOn8W73/zjZSXRTgbT7Kp5RD/8sNneOj+m7m9qbHYaxURERERKahf7vOoCjn8t1sdwn5VnyQ/eYWoJ17cym3Ll/ChB1YNuv32FUv59uMv8csXtypEiYiIiMiEkswYnj1oMBium6HKk+Qvr6+WeLKH6xvnDXlt+dL5JJI9BV2UiIiIiEix7T4NOQPzKx3NhJJRyStELZlXx55DrUNe23OolUVzZxZ0USIiIiIixbbzlAHgyloFKBmdYbfzHWs/0//5XTcs49FfvEg82cN1S+ZSXhbmbDzF5paDvP7GUT7ytlvHZLEiIiIiIoVgjGHXKfv50trxXYtMPMOGqL/+yk/BOSeVG8PzzS0839xibzem/9IXv/cUX374Y0VdqIiIiIhIoRw+C2fThqqww6yy8V6NTDTDhqjPfOT+sVyHiIiIiMiY2dW/lQ8cR9v5ZHSGDVFL5tWN5TpERERERMbMjDKHJTVw9TQFKBm9vIft9sl5Hrmcd8HtwcCon0pEREREZFxcP8Ph+hkKUHJp8ko+yVSanzy7kc0th+hOpDBD3EdnokREREREZCrIK0R947EX2HOolTctX8L06gr8Pg0jExEREZGJqbnNUB2CuRXgc1WNktHLK0S1HDjOh9+6ihuuWljs9YiIiIiIFE3WM/yoxZDKGh5e5VIbGe8VyUSUV0mpprKMgF9nnkRERERkYjvQCamsYWaZQ21EVSi5NHmFqPfcvZJfvriFjs7uYq9HRERERKRodp7T2lzkUuVVXrpm0Wx27T/Gf/2XH1NbFSMSCl5wn7/4xNsLvjgRERERkULaecp+XFqrKpRcurxC1LqnX+OZV3cwr36aGkuIiIiIyITUkTS0xQ1hv8OCyvFejUxkeYWoFzfv5l13NnH/rdcWez0iIiIiIkXRV4VqrAG/uvLJZcirpBQM+Jk7SxtHRURERGTiMkBlyNFWPrlseVWi7r5hGc9v2s2VC+pxHH3RiYiIiMjE0dzqsa7FcLQb6mPgYgDfeC9LJrC8QlR3MsWBo+381f/6CUvm1hEJD24s4Tjw4N0ri7JAEREREZFL1dzqsXajIeKH2jCcTsEXm2HNCo+mOp3zl0uTV4hq3nkQ13XJ5Tx27j92wXWFKBEREREpRetabIDyDHhAWWDg9qa6cV2aTGB5hai//dTqYq9DRERERKTgjnaDMdCetM0AFlVD1A/HNP5ULkNeIWo8eMbwD998nH1H2/kfn34f1RVlAKzfupefP7+Fzu4EDTOqeej+m5k3a9o4r1ZERERESlGZH/acAb8LDeX2Yzxjz0aJXKq8QtRvNuy66H3uXLn0shdzrl+/8jrBwODl7T3cxneeWM8frr6LxXPreOa1HTzy/af53CcfHHIAsIiIiIhMXfs7DVljt/JVhSAWsAEqmYXVjWqWJpcurxD1/SfXD3+xt1tfIUNU26lOfruxhT9475387dce67/9hU27Wd44l2ULGwC47+ar+c2GXWxuOcSqaxcV7PVFREREZGI7mTB8fauhPAhvvwJOJOB4b3e+1Y2OmkrIZckrRH35Lz9+wW2JVA879h3jyZe28XvvuaNgC/KM4Vs/f5H33rPygi6AR9o6WHXdQFhyHIc5M2s40tYx5HM939zC85t2A/Dxt6+ifqa2/Z2vsqJivJcgImNE73eRqWUqv+dTWcO3NiZIY1he7+MPV4bxabiu5KG7O7/Dcpd8JioaDrFy2QKSqTTffvwl/vSjD1zqUw3yzKs7qIhFWL50HifPnB10LZXOXrBtLxoOkurJDPlctzU1cltTIwCdXV10dnUVZI2TRWVFhf5MRKYIvd9Fppap+J4/fxbUwkog7LB6UY7u7qF/VhQ5n8/Nr0J52XXM2qpyDh0/dblPA8CJji6efuV1PviWm4a8Hg76SfakB92WSKUJhwIFeX0RERERmXj6ZkF1pAZmQb1wFG6bbQj7VYGSwrus7nydZxM8/cp2aqsK095k7+E2uhMpPveVnwFgjAHgr//tZ7zzjiZmz6zhUOvA1j1jDEfaOli+dF5BXl9EREREJp6+WVDpHAR9A7OgfrIbbpg1vmuTySmvEPWfvvBdHAan+GwuRyqdJeD38Qfvvasgi1m5bAFXLqjv//3ps3H+/huPs+ah+5g5rZLZM6v54nefYtc1V7Bo7kyeeW0nmVyO6xvnFuT1RURERGTiOdoNAQeOxyGQhCuqNAtKiiuvEHXHiqUXhKiA30dVRZSrFjYQi4YLsphgwD+orXnO8wCoiEUIBwMsmjOTh+6/mUcff4nO7iT106v51AfuVXtzERERkSmsOgQ7T4HrQm0EXEezoKS4nFzisBnvRYyF+eAJ+wAAIABJREFUqXa4Mh9T8dCpyFSl97vI1DKV3vOdPYb/9pzH9lN2FtS8Ckhk7SyoNSvUylxGx+e6xGIXT9+XdSZKRERERGS8ZHKGr28z+H1wSz1kjWZBydgYNkR94dEn8n8Wx+EzH35LIdYjIiIiInJRxhi+v8twuMtQE3ZYs9IhFlQnPhkbw4aoskjoog/u7E6y78gJcPQFKyIiIiJja065w65T8LvXKkDJ2Bo2RP3fI3Tc6+js5smXt7Nt7xFi0TD33LisKIsTEREREelz7kDdht4te3+xyqEsoAAlY2tUZ6JOdHTxxEvbeHX7G5RHw7z7riZuW944qKOeiIiIiEih9Q3U9TlQHoCOFKzdaFizAprqFKJkbOWVfo61n+aXL25l484D1FSU8f4338gt1y/G7/MVe30iIiIiIqxrMQRdOJGAEwbmV0LEb29vqhvv1clUM2KIOnj8JL98cStbdh9mZk0FH33brdx09UJcV51ORERERGTsHD4LXT2Q9mx4Crr2lwbqyngYNkR98btPsWP/MWbPqOb333MHK66cP4bLEhERERGxUllDKmvnP5UFYG6F7WumgboyXoYNUTv2HQWgoyvO955Yz/eeWD/iE/1/n/lgYVcmIiIiIlNe3yyoiiB0pWF6BFxsgEpmbXMJkbE2bIh6223Xj+U6REREREQGMcbw6A7D3tOGuZUOH7nK8NQBu4VPA3VlPA0bot5+u0KUiIiIiIwfx3FYVgv7z8D/dZ1DfczlrnnjvSqRUbY4FxEREREppiFnQd3sENEsKCkhqn+KiIiISEnomwW17wzEzpkFtfOUGe+liQyiSpSIiIiIFNRQ1aR8zi6tazFkPehMQ3cGFlcP3K5ZUFJKVIkSERERkYLpqyZ1pKA2PFBNam71LvrYg11wOmk/n1kGrgNRv2ZBSelRiBIRERGRglnXYoj4obMHDnRByGeH465rGXlLXiZnZ0FlDFSGoCpkb09kNQtKSo9ClIiIiIgUzNFu6MnCmR47x+lgb5C6WDXpF28YqkK2+lQRBGM0C0pKl0KUiIiIiBTM9Agcj9vPAy705OBQ18jVpO3thuePGKZF4U9WwrSI3QZYE4Y1KzQLSkqPGkuIiIiISEEYY6gIQcaz1aQ55XDoLMSCI1eTenIQ8MH9C1zunOvwwMIxXLTIJVCIEhEREZGC8AzcOMvhRMKei2pPwLLawd35jDE4zuBAtaLOYX6lS014PFYtMnoKUSIiIiJSED7X4f6FDnfNM4R8g4OSMYYn9htOp+ChK8FxHJIZ0z9Etzaic08ycShEiYiIiMhlMcbQk4Ow3wah8wMU2DNOzx82tMXhyX2GtGcbR3xgKXz4Kt9YL1nksuiUnoiIiIhcli3t8P+uN2xvH76NeW3E4eZ6263vWBw6U7bz3g9byGuGlEgpUYgSERERkUsWTxt+sttwNm3oSo983/XHYFYM/C4YB8qDdqjuxWZIiZQabecTERERkVFrbvVY12LYdhI8D1bMhFX1Iz/maLdtgR72Q1ePDVB+5+IzpERKjSpRIiIiIjIqza0eazcajpyFTA6yHrzRCZvaRq4oNcQgkbXtz2eX2zlSiezIM6RESpFClIiIiIiMyroWQ8gHZ3rAcWwIKg9efFve6kaHZNY2lDDGfkxmR54hJVKKFKJEREREZFSOdkMyY4fqRvxQE4Go/+Lb8prqXNascKgJ2259NWFYs2JghpTIRKEzUSIiIiIyKg0xONINIR/Uldnb8t2W11Tn0lRX3PWJFJtiv4iIiIiMyupGBwcboMI+bcuTqUchSkRERETyZozRtjyZ8rSdT0RERETy9q3thrKg4f4FDn93h0KTTE36yhcRERGRvOw/Y9jabtjYashpPq5MYQpRIiIiInJRxhgee8MmpzvmOFSGdP5Jpi6FKBERERG5qG3tcLDTEAs63DlXAUqmNoUoERERERlR1jM8vs9Wod6ywCHsV4iSqU0hSkRERERG9OpxaE8Ypkcdbpw13qsRGX/qziciIiIiQ2pu9VjXYthxEjIe3DzL4Hf1b/AieheIiIiIyAWaWz3WbjR0pGBhFcwsg5/vs7eLTHUKUSIiIiJygXUthogfygLgOFAdhojf3i4y1Wk7n4iIiIhc4MhZSGTAiUI0YG+L+uFY9/iuS6QUqBIlIiIiIoN4xpD1oDMNx+MDtyeyUB8bv3WJlApVokRERERkkMf22q18GKgNgzE2QCWzsLpR7c1FFKJEREREpN/zhw3PHTZMi8K7FsP6Y3YLX33MBqimOm1kElGIEhEREREAtrcbfrbXdt97/1KXFXUO71w8zosSKUH6pwQRERERIZkxfG+nwRi4f6HDijpt2xMZjipRIiIiIlNU3zDdo93QEIOb6sHgcO88BSiRkagSJSIiIjIFnTtMtzYMHSn48W6YWw6OoxAlMhKFKBEREZEpqG9oblsc4lk7VFfDdEXyo+18IiIiIlNMT87w+knoyYHjQHsCyio1TFckXwpRIiIiIlPIntOGH+y0w3Q9A7OiUBsFB1uR0jBdkYtTiBIRERGZxPqaRxw5a38fcKEqDNdMh0NdEAkAxgYoDdMVyY9ClIiIiMgk1dc8IuKHmjDsPg3pHNw0Cz5xncvWE4Z1LUbDdEVGSSFKREREZJL69g5D0GebRgDMr4RUFg50gd91aKpzaKob3zWKTET6pwYRERGRSSaRMTy212PLCUikB26P+KEqpOYRIpdLlSgRERGRCa5/aO5ZCPshEjyLD0PIDylv8H0Tah4hctlUiRIRERGZwPrOPR3ths4e2NcJ29tzRP3w6SaIBSCeAWPsRzWPELl8qkSJiIiITGDrWgw+B47H7e+jfqiOuGSNx/0LfcyIemoeIVJgClEiIiIiE1DWM/hdh6PdUBu2Faagz37uD7gcP2v38TXVuWoeIVJgClEiIiIiE0D/uadu220v5MKf3ODSEIOO1OBzTomMzj2JFFPJhagfP7OBbXuOcLorTijo5+pFs3nw7pWURUL991m/dS8/f34Lnd0JGmZU89D9NzNv1rRxXLWIiIhI8fSde/I50J223fU8Az/c5bG60WHtRgPYrXyJLKSN4RNX6dyTSLGU3IZY13H43Xfdxj/+x4f4L7//Ls50JfjmYy/0X997uI3vPLGeDz1wM5//0w+xfOk8Hvn+0yR70iM8q4iIiMjE9X9eN5ztseeeElkI+WBmFE6l7Ha9NSscasK2IlUThs/eGtG5J5EiKrlK1LvvWtH/eXlZmDtXLuVrP3uu/7YXNu1meeNcli1sAOC+m6/mNxt2sbnlEKuuXTTm6xUREREphHO36zWc0wDiteOGre0QcMF1oDoM06P2X8KP9857Ov/cU2VFgM6u5Lj8d4hMBSUXos6368BxZs+o7v/9kbYOVl03EJYcx2HOzBqOtHVc8Njnm1t4ftNuAD7+9lXUz9SWv/NVVlSM9xJEZIzo/S5Sul47muGRzUmiAYeZMcOpHnhks60o3TTfT/n6TkI+mF3hI+Cz2/S604Z51Q6VFUMfftJ7XmT0urvzm0Rd0iGqedcBXti8mz/9yAP9t6XSWSKh4KD7RcNBUj2ZCx5/W1MjtzU1AtDZ1UVnV1dxFzzBVFZU6M9EZIrQ+12ktH2jOUfQgVwWdnfa806zYvCN5m7+7g4fD99k+NImiPdk+889JbPwiaucId/bes+LXBqfm9822JINURt3HuDbj7/EH73vHubOqu2/PRz0X3D+KZFKM726fKyXKCIiIlIQR7sh6NqPBrt1L+DYBhIAN9b78Lua9yRSKkoyRL20ZQ/rnn6NP3r/PSyaM3PQtdkzazjUOrB1zxjDkbYOli+dN9bLFBERESmIiB/2nQGfaxtDzCy7sE255j2JlI6S++eLZ17bwY9+vYH/8NB9FwQogDctX8LmXQfZtf8Y2VyOp155nUwux/WNc8dhtSIiIiKX5/nDhkwOcgYqArbrXiJjt+utblSbcpFSVHKVqB/86lVc1+ELjz4x6Pa1f/4RABbNmclD99/Mo4+/RGd3kvrp1XzqA/decE5KREREpNQd6jL8dI9HVRg+3AB7z6DteiITgJNLHDbjvYixoMOVF9KhU5GpQ+93kdIwVBvzU0moCDncVF+4qpPe8yKXxue6xGJDd7w8l/55Q0RERGQMNLd6rN1o6EhBZdAOxl270VAboaABSkSKr+S284mIiIhMZENVmxZWOXx1iyGegc4e28J8fqW9/7oWo4YRIhOMQpSIiIhIgfRVmyJ+qAjCrlPw2ecMc2KGA122dbnjgM+BrAdR/0AbcxGZOBSiRERERAog6xke3WEDVFnAdttL5sAYaE/C9Kj9vDpsw5PjQPy8NuYiMjEoRImIiIiM0rlb9mZE4YpKaEs6vN4OV02z9/E5djtfyAfdGVizwmHtxoF+XnG1MReZsNRYQkRERGQU+rbsHeuGZAa2nIAf7oZDnYZYELrSA/etDNmKVEPMDstds8KhJmybStSEbbBSG3ORiUeVKBEREZmShmoAkU+g+e5Ow5kUpD37e78LZT4oC8IfLYd/brZVpqgfEtnB1aamOldNJEQmAf3Th4iIiEw557Ybrw0PtBtvbvUu+tgTcXu2yefA9AgsroYFldDVAytm+VRtEpkCVIkSERGRKWddi20AAfa8Unlw4PamusFVqvoYXFUL72l0KQs4NJSD60Bl2AYpGNwgQtUmkclP/ywiIiIiU87Rbttu/HAXZHqLT1E/7OuEv30px9+8bM88hX2wrR2+vh2+utnecXWjgweksrYipQYRIlOPQpSIiIhMOfUxONRFfxgCe34p6oeXjsLZNLQl4NBZ2xgi5IOW0/Z+ahAhItrOJyIiIlPOddPh1eO2GjUjOlBN+sTV8MgmqHRtuMoaqA7ZoHS6Z+Dx2rInMrUpRImIiMiU0p027DjlML/CEPBBZ4+tTPV153vyQI6OFMw6ZwiuhuKKyLkUokRERGRK+dkeQzxjuGGWwx9c7+A4g88yrW4cGIo7VJtyERFt3hUREZEpY3eHobnNVqBWN14YoEBnnkTk4lSJEhERkSljQSXcO9+hLOAwLTp8ZUlnnkRkJApRIiIiMmUEfA4PLNS2PBG5PKpLi4iIyKR3ImFIZsx4L0NEJglVokRERGTSam71+GGLYVMbhP3wR9fDfQt9470sEZngFKJERERkTDS3eqxrMRzthoZzWooX8/XWbjT9w3TTOXh0B0yLemoSISKXRSFKRERECma4oNTc6vH51ww4UBmwXe/WbjSsWVG8QPP9XYZ4xs54chyYW2FvX9di1DRCRC6L/hlGRERECqKv8nMyCREf7O+Ez79m+oNVTw5OJeFAF7gORPw20BSaMYaNrYbmNuhOgwPMiEJZwM59OtZd8JcUkSlGlSgRERG5bMYYvrnd0NUDPTnoi0Y1YforU1UhyHqQysGhLphfUZhAc3716+1XwOP7HIIu+ByYWwmh3mNQiSzUxy7/NUVkalOIEhERkbwNtV3P4PD8YcP2kxBwB6pMYR+UB2xQaojZLXwLq+DwWTibhn2dcNW0S3vNvi2AfdWvkI/+4bj/ugUeWGBYVgtPHrDBLejaAJXM2seLiFwOhSgRERHJS19gifihNjxwrmlhpaErbbfLRXxQFwN/74GBeMZWflY3OqzdaOtTDWWwN2NDjQMkM4ZIYOhgM+RrbjB87JoctRGXR5pt9SvrQW3E/gLY2g5/d4ePpbU2gB3rHliHmkqIyOVSiBIREZG8rGuxYSads9WmsoC9vSMFH1rm4uDxpU12O5/PGVz5aapzWbNiINBcOQ08D3IGtp2EG2eN/Jp9r9XZY89V/eOrsLTW42CXrX45jj3/VBsZfO6pqc5VEwkRKTiFKBEREcnL0W4IOHA8DhVBmF1uA0tHCm6qdwAffnf4ys/5gaYjadhzGm6cNXQVKuvZ6w3nnGFyHBvgMh5cWetwKmXI5qAyZOdAgc49iUjxKUSJiIhIXsqDsLsDfK498wQXBpbRVH5qIg439W6/a271+P4uQ2scZpbB4mo41u2QyEBrHBrK7f1mRCEWgGkR+P3rXJpm2u1+OQPG6NyTiIwNbQoWERGRizrYaSs+OWNDTE3YnncqRGBpbvX4x9cM29ohnoYtbfC9nXCo03DVNPCwr2UMpLJ2u2Dfa9ptgk5/U4maMKxZoXNPIlJcqkSJiIjIiFrjhq9uNZQF4YEFcCoFxwvYqGFdi8FxbFv0eBZcF2IuRAPwP+902dRmRmwOoXNPIjLWFKJERERkWN1pw1c2GxIZw1XTHD52tYPPLexWuaPdMCNiO/slslAdti3JO1LgOA5NdY5CkoiUFIUoERERGeTcuUz1MdtAYlrE4aNXFT5AwcAMqYqQ/QUDrdFFREqRNgyLiIhIv765TB0pO5fpdApePQ43zDIEfMVp1rC60SGZHTj3VKizViIixaIQJSIiIv1+2GLwjK0M5UzvAF0//GR38V5TzSFEZKLRdj4REREBYP8Zw+YTthrkOPbj3IrBw2uLRc0hRGQiUYgSERGZgs4991QTtr/O9NgtKjmgrsw2eAANrxUROZ9ClIiIyBTTd+4p4rehaftJ8AwsqYJ3LIKXjkLIBxjbclznk0REBlOIEhERmUIyOcO3d9gAVRaAgGvbiUcCUB6CP1zu48ZZ3ohzmUREpjqFKBERkUnq3C171SGYVwmnkg47TsKVtfY+QR8srrEVqRMJe5vOJ4mIjEwhSkREpISdG4QazqsKjXRtw/Ecn3/NbtNLZW1jiG0nYX6FoSwA3RkoD9rX8DmayyQiMhqqzYuIiJSo82c2daRg7UZDc6t3wbWTSfj8a/YawDe3Q3sSOtPQ49kzTtVhO8z24VUOPTnNZRIRuVSqRImIiJSo7+00pHNQGwEHe4bpVBI+95LBAdKePc8EkMpB2AfrWgxNddDZQ/+5p/IgxIJA7/wnO5dJ555ERC6VQpSIiMgYyHdbXn0MmmbA2YxDcxv4XRuCzt1615G2nwdcSBn7uYO9b988p9nlEA3YENUnfk6rcp17EhG5dApRIiIiRXZuS/Fzt+WtWWG33q3daCtLmRxsaoNXj9uzS2G/DUb+cwpEFSGYU2G34XWkbLXJYKtQiayd9wQ2pK3daBNW1G+vacueiEhhKESJiIgUwHCVJmMMj+4wZD3o6rHb8bKebfbwg10G17FB6GTCVoqc3t+7Dnz2Zvi3LbY5hDE2CPXk4KErbRBau9GQM0OHJG3ZExEpHoUoERGRPA0XlIarNL13SY6NbQ5bTtitd845RSADHDkLPtc+piwI4QBUBW3b8Y4UvGm2j6h/+CB0sZCkLXsiIsWhECUiInKOfIKS34Hdp+GvXjTcWJdj20nb4c7nQEUQZpbZ5/rtYQBDLGArS1UhG5D8LqRzMC1qzzJ1pGBaZGAN57YbHykIKSSJiIwPhSgRERlXIzVcKNZz5ltROpWCv3/VcMfsHAe7BrrdHU7ZoJP1YP0x2xkv4ILXO28J7Ba7k0n4x7tcDnZ6/HMzhPwDW+/SHryvcWBbXt9jdHZJRKT0ObnEYTPeixgLnV1d472EklNZUaE/F5EpolTf7+eGlnMDxJoVA6FmtINmL/acG4/n+KeNtjV4xA9ZY6//8XL46lZ7bings2eWEpmBNuLlQVsdchw4m4aMZ4ctdmds5ak7be/jc+x94hnb5OHv7vANWu9QW+9GuiZyKUr1PS9S6nyuSyx28cnjClFTmP6CFZk6xvv9PlTgaax1+OxvPTK5gTbc8Yz9NS0CH1gKX97MkGHIGMPajXZrXMi1DRmSWXjXInj2ENC7rQ5sI4dTSRuMrp7msLHNzl7yu/Z551fa16wKwWutF55dCrn2+RZW2VA1qGV4b1Dq64Q3XHATGWvj/Z4XmajyDVHaziciIpftYhWjL2wwNpgY2HkK/uI5w+yY4UAXXFU78DynkrbKc6wbdnfYrnSR3vNEsYANVOtaDPEMHI8Pbv2d9eDbO+zWusbqgdvTnq0aJbIQzxhSWdsO3O/awAQ2+ByP27WnsvY1A64NTD25wUGp7/7nbrtTJzwRkalFIUpERPIyms50X9hg+MxKj6Y6l29uN7SeF3g8A20JG066M1Btd7wRDdjAU+ZAZ499TDJrr/lde/9j3fY+Acfe5nNsyHIdG6BmR2xw6uvTUBu22/FqIvC5N7n8zcsep1ODK0qJ7MB/01AVpXyCkpo8iIhMHQpRIiKTzFBh566Kka+P5pxRX1D6h1cN716c4+mDkMrYYHMqaUOH37UVo6Y6OJ2ygSfih7Dffgz5bHhas8KGlnjGhpZI73elNSscfthiOJmwz2WwlaFEdqBrXXlw5K11fc+Z8ezjP7LMoSzo8L7LqCgpKImIFM6mU2f48eHjHEukqI+GeXDOLJbXVo33svKiM1FTmPZLi0w+wzVV+MvbYywpT47YdAHovxZwoSsN8TTcPgdePmZ/v7DSnkMCONBlw1NfZ7pzzxGFfVAZgm+8zcfDv81xKmW34/U5t+nCcE0V8l3rSA0phttap0YOMtnpe7yMlYsFoeGubzp1hi/u3o8fh8qgn0QuRzLn8eklC8Y1SKmxxHn0F8mF9BesSGm7lIrRn/8mR2vczh7qmzsUzwCuj1tmeTy535DI2CDkGfvLdWBx7xmi9gQc6R5YQ7a3M11fUJpbYStAYCtM7QmoDkNPFqJBe5+If+AcUV9IutSmC+poJ3Jp9D1ehnKplZ+LBaGIzyXq8w0KQtdUV/DSiVN8Ze8h/K79vhTPeiRzOf7yqsX84tgJOtJpenIeNSH7jSWezVITDPLX119Z5D+J4SlEnUd/kVxIf8HKVFOMeUQXe95CzCsaqQrjd+B0j23G0FgDzW0DVaFFVTYsGQN7zzgsrjZsPnFh1ajMD7Gg3fJWFbJDZP2OfWzAteeL6sps1akqPPDY0XSmU+ARGVv6Hj81jRSSRgo8fYEor6CUzRLP5vjQ/Nn84lgbHT1p/K5LyOdSEQgQz2YJuS5+16Wl8yxpz+B3B77pZD3DssoYZ9JZakIB4tkcsYDdy22MoSOd4Wurlo/Lnx8oRF1Af5FcSH/BykRVjNlBxXheGAg7EZ/dDpfKwkeuhqU1LlvbPb6zw7benh6GZM4+9m0L4Yn9NhgFfZDrrRilMrY5Qn3MnkkK+mDPaftn0lcxchw7u6gibANOwLVhpyzk56PLPL6y2aMrbatFbu990zk75wjs815KC2+FJJHSou/xpe9igWe0184PO93ZLN3ZHA/OrmN6JMzX3zhEZzqD6zhUBvxUh4LEs1miPh8LyqI803aSkM8l6DqkcoYez2PVtGrOpDOcyWQo8/s5HE/Qnc2R9Uzv/TwCroPjOFQE/DREIxhjOJHqYVYkzNYzXZT5fAR8LgHHPnfAdUjmPGZHI3Sk05T5B1o0qBJVgvQXyYX0F6wU21hXaLKe4Z832kYEQZ/dguYw0KRg5ynbyc0YG1yMsaHkP9/s0nrW439tGXomEQyEoXDv8/Zd+9Imw5mUDSRZDzwg0zuDaHrEvk5ZwA5iPXR2IOwsrYVdp2yVx+/Ckmr7MZ6xXelOJC6sGBlj1z8taps7eMC+M3bNEb8NQ5+5AR5pvvC/Y7RnohSURCa2qfg9/nKaFBQ60Ix0LWcMr7V38JU3DvUHnpM9adKex0fmz8bnODx64AgRn4+Iz6XH8+jxDJ9esoBkLseXdx8g5LoEfQ7xrK0m3TGjlg0dZ4j6ff2hZHdXNz05j6Dr0FhZzpaOzv7AMz0UZFo4hDGGo4kU8Wx2yIpR0HWoDgaYHg7hOA6H40m6s1lc7D/wVQX9ZDxD1O8j7PNRHvATz2apDgT43PVX8ldbdg0blB6cM2vEyth4UYg6z1T7iyQfU/Ev2MngUoNJMQLNSNcu54f1jcdzrN1oO7gFfTZYJLLwrivg2cN2TZUh+7EjBW297bNz3kAoARtWZsVsJeVoN5xM2ODRxxjbue36GQPttMsC9vNTSXuup+/sUE8WfK4NS401AxWaja026JwfdjKePTu0sNJeS2bh6Fl7PZ2Dt17h8MQ+Q7R3BlJdWW8XOgNHztrtdYmMnVfU18I7nbOhL+wbvmI0XKOGu5ZU9b/fdc5IZPIr1Pf4sQwXl/Oal7pVre85h3ts1nj8y+4DRP2+/upOVybL6jn15DCsO3SMgOMQdG3Y8TsOa5ZeAcA/7NwLgN9xSPY+55LyMgKuy8F4kppQwIYLY9jZ1d0fWoBBgWZWJEzAdagJBjnZk+ZAd2LIsNPjeVxTWY7j2r+zD3YnyHgeOWP4+BVzeeLYCXq8HOX+AH7XIeC6/ZWog/EkUZ+LwbE7GhxwDcRzORbEyujsrUR5xuAAiVwuryCU9/+XZIr6SGl051OIOo/CwoWmUogqpXBxudcuJZiMdM0YYwOLH8oDA9c+eT0sr3PZ0ubxpWb7w3y4ty11Tw4+s9I+7+dfM+SMrZr0ZG2V5o45sLHN/mA/v9KGALDhwHFsdSiZHejy5hl72+JqGwL+7Nkcm09cOEi1r8HBwkqo6A1RJ5M2RGU8+xwRv32c37VVoLqoDRz1MdswoSxg75fOwdke8PvghlkOLx81NMTs+k6n7ODVvjAEA1UhnwNLagBjnzfkt1WmWNCeI3Idu2WvOmLve/48onPDzsO/zV3S9rmR/n8OF3im0vtd5FyFPkifz/VSCBcfXbqIJeHAZa9nuB+AgYJfG/6H7hyfXrKw/7FBxyHo2ipMIpfjrQ0zea7tFF2ZLNPCwf6qx+meNDljuLG2ml+3thPyuYRdl6Tn0ZPz+OxVi1k5rZr/unknb5yNY7Dfz3LGkM7l8LkuxhhCPh/zY1EAenIeu7u6hww7ADNCQeqjtqvPnq448Vy2/1pf2GmsLGdn51mWVsRwHPt9+EgiSc4Ykjk7kyHg9n6zBGaEQpQH/HSkMySyOTJeDtdxcRwb0Hw4pDyPGeEgnjHEAgPfVM7dHjfS/8/R6DNiAAAgAElEQVQfHz5+yRWjiwWhUgxKI5nUIer/b+++w+Qo7wSPfyt0nu6eHKWJygEkkABhwGQTFxYMGMPaGLzG2Gfv2bu3d+u99d3t2esL9p7Pcb23rHnALMY2IEzGIEyQECChQBQSYlAOk3pCh+qqeu+P6q6Z1ozCKI3C7/M8ep5Rv/3+3rdSd/3qfavadV0eeWElr67dQN52mNXWxC1XLKIsGt5rnWPl5OHB9T080LmDfidLwghzc2s9N02tPGJl+ypPJhL888rOo9rmRCznmztcvreyjyFzBzZZTMLE7Hr+5nTvAB5PWdSu56/mJZlbq7OuW/nlebIYbpioU8+/m5sE4CdvpUgbO3D14bjfPDVJdwb+5b0UmcAOHC2LrsKE8/V8dkqSlgT845oUQ+YOLJVFc8ME8/Vc25qkNaHxwHuKLjuFFfDihrQwCVWPkU+igF4nRS6wA1vLYqgwQaueKWVJygKwKZuiS+0g43p9NXL1hFUSF8iQQoV3EAh4MZOqnnQ6SVvSm3KW0VK4Ia9N3fXanJP0lnP9YIrd7nCZnqsnopLeVLpAinDZDiy8uFq2nqG0V08LpLCDw/XKnHqqA0nuudLgc487bM+lsAttmipMzKmHfJLKMGQ1bx3llBc3ZtfTEk2ia7A5myKlDZclVT3N4SSfnq7tdVufVq/zrRcdNo2oGyBM3KlnUtiLuzWXol8fX9x97V/F0bp9lR/s8TDWSdH5bc3+5+CxfvJ3IvZH2pyYNg/bjfTjuLoOB5dAKBQ/WfeRf6I/aLtkHYcbWxppLYvRZ1n8cuNmIoaOAfRaeWyluLG5kYBh8GDnVsKGQdTUsZUir+CuKS30WBb3fLiZkK4TMrx7WLKuy00tTcRNk/s6txAxdAKaRlfOIuu4nF1TQXkwyLPbdzGUt9E0jY7CCMqQbZOybAbyeT+B0PAuIDmuoioUYnLMu9clYhhsTWdQgOW4BA0vKck4Lqau0RAJEzO96V+2q7x7aHpTWK6LoWkovAfeoBTzKr3t3WNZbE1ncZR3+rrnvTm14RDVYe8qW8qy6BzMEDb0MaeqzatM8r35s7hj2SoG7TxpZ3iuglKKvKvQNKgKBmiKRQv1XLamM2QdF03TiBm6n9BoQHkgwKDjgMLrl+uiAaauY2owZDvcvWg+/23tur0mLcXlHG/ZgUyP21tCczyOGB0pJ3QS9eQra1j+1od87TOXUBYJce/jS7HyNl+7+ZK91jkWkqgH1/fwzxs6MXSdAAZ5HBzX5UtTWgH45w2d6LpOcETZ7R2tKBf+9aNODE0noBnklYOjXO7oaMXUhuuZGNiFss+3tXJNawWLP+rl3k6vzWJc23X5XGsrkXCIX7y/DkPTMbXhuneO7M+IMlu53NLsld2/qRNT0wlqwzE/M7mVK1sqePzjXn69uRMDHVM3sF0HxfBy/tOG0jIHlxsaW1HA77Z1EiisH6vQ5nWNrbgKFm/vRGe4PwqvrzdNreSf3urhwS1euaEZOIVlubSmlfd7YBudBLxSsoU2q12vP12aV0/DwDAcXFymBVpJ5WGz3YmGDspA4aA0l0iuldOqkvQ7KT7Ie3EztoGrhssBMqFONKUTNAwCukMel8laK1sHh8vAgBFxmxPQ6XgxLccg7w6XzS1PsrInhRvxtkvMMHDxlsUa8Np0I50wIi6aS7nTSsiAlNmJUjo5e7hMzwzX09GJmcMx1WArC6qTLN+dwinE1TDQNAdd99afAvrMTlzXKwNvu0TzrZSHYKvbSVDXMfDiWq7LJN1rc7Pr7dM6Bkrzttf0YCs/u7CSryzp8detXqibL2yXT05mv8fRWGXTKnX+1zsbSWV18o5BwHBIhl3+enY786vKD+j4HG9cYJ9truru22fdw3mS9p/mz2FaOHAMXVk+cm1OaH90bbiscA/D/KpyVnT18rMPPiI8om7WcblrWisaGj9b3+nF1XUGC2V3TmlBAb9Y/zFhQ/fvjcgW4uYch5+v7yRcuG8i43gn3V+c0sK8ynI29A/6fQrow+V3TGkGBXd/uImwYVBmGmRdl4zjckf7ZFJ5m/s7txDUvZP5bOGq/Q3NjbSWRf11oJQi7bhYjst1zQ1MTZSxvn+QhzZtI2aYVIQCpB2HtO1wZVMdAA9v2k7QGI5rOS5fn95OyND58QcfoeNdWffadLi+uRGl4OHN24gYBlWhoD8ycUldDVMKbf5+6w4CmkaoEFfXNL4xo6OQIGWwR5zpWK5LzDRYWFXOH7bvpi4S8rfJ7qzFubWVvNmTIm07BHQdhUIV+tUSi/Lf583kL1e+zcaBoUIC4Z2Y512XiGGABnHTJBn0RgO6cjl6c3lCho5SkHGG44Z1g4pQgMpgEEcpVvWkxpymNT0ZJ23bKCBmmvTkLHZmc2NO/9I1mJ6Ik1OQMHTe7x9gMO+MGbcmHCJk6H4is2koU9LmyHtophSSKKUU6/uHCsvhlRUppTA1napQkMpQAEcp1g8M+WV519sQxXqTohHiAROlFJ1DadrKYiVtFhlAVTgECipDATqH0rjK2ya6BjnXpSoYJFOYYhY2vWkOfbk8hg5dOYuYYaDQUN6ENTQUmqbxy7NP4+9Wv8f2dJagoWMUYxYeu60DvYWpbEWHmuzsb1ToUD/fDjbZOZkSpX05oZOob/34t1x57ql8Yt40AHb39vN3P3uY73z1eqrL42PWORaSqGv/8C5p10IpyLl5AFxcdMzC3w46BgnTu4JiKRvLUbhK4WoOOsPTdFxcwlqQMjNA2rXQ0Uk7I2Iqg5ZQHR/nduJqDnEjhKF59QftLK7yHtjvtTly+o+iMuBdbRlyLXKOU9KmrrwPJldziOhBQrr3/0HHwnWhOVjHJmvnqP6GDYOo7n2odOfT/pfOnnF1TVFWWH5buQw6uZI2R8YM6jplRojFl8zioqfWkFPWqHXk1dWImRqGZqKAATuHwoVCXDTHS5SAkG5iagrXDZJXNhbZkpjFetOi9WzJptB1C0MzGXIsXOXi7hG3mPRFjACOsrEdk5zKge6MiquUQUgLYeo2hmaSdfM4hWRRKYML6+p4cfdOHOVgaiaRwvrMKRtXedvJUd4Q/8h1ENPDBDSzsJ9o5MmjFdZvUDPQNLCUg4lOSAv7+56uuXxhWh3/+sEOLOVglPQX4npxP8mhGN5PHLy4yRDsyjiEtDABTcdRkFVZaiLett+VcTA0Ha0Qz1EwpzzKT86axVeXv8s7fYN7lLvUhA2iAcg5GulckKwNpmFjmhbloeKXpk3G1rEL90Y1RgM0l3n71Pr+IfQRu7vlukQNg0saalm+u4fBvKI3Y5KxXTByREw1Iq5DxtawXYgZIaoiLs1lIbpyOXZlLYIjAluFk6mwofsnKN50jaxfdnFDDc9t30XGcQjqOpWhoH8iY6DRY1mkC2V79retLOZ/OW9PZ7GUS95xCRsGCsgWTtLiAZOqwtOXEqEQTeEgS3d1F67YjozrMC1eRsgwvHZth/68NwUl77qEDe+9OcelrPD0JYDBfJ7dOatQ5mDqeuGysXe1tqUsxo/POIW/W/0em4bSDBRionnlId074cw5LjOSw5/dHw4M+p8RxSk1xf0uYhhMiXuPEtyeztJlWX4923X99WW5Lh3xGCHD237FewNOqUj6V7qLJ5Xhwsl5ZdCbCrO6N4WplZ5wBgrrIBkwqYt4x0lvzrsiHhhjWo8GTI5F/BOmm156nf69nMhWhYJECjeDZ2yHzqH0Xu+NaC+LYitFZTDI5qEMO7O5MWNe0ljLzkyOHssiahi83z9YUj4ybmMkTDLoPZbYVYpt6eyYV+1Dhs7c8oS/720cGCLnuiUn3cXHGdeEg9QX1lNP1mJ3LjdqWYpxZ5fHiRT2vZRlk8rnx+xrPGD6U6oG83m2prMlbY6MWxkM0ByLsi2dBRS7csP7SfFkPmzo5F3FnIqEX7Yu5d24OPKJY0XlAZOgYXD3ovnc+spK+ixrVAJRTBKmJ2KECyfP29JZ+ixrVAIB3v7cEovQY+VRSrE7m8MoJGa65n0z5VyXT7c08sy2XTRGwmiaxlDhvhzHdRmyHRTeqIcqHDnt8RimYbAznaE7a5W06X2mKnKFz4zmWARN08i7Lt05CwPIuC7fnjuDuzd0Mmg7JAKmd0QW2q4IBNA073MqVvjccYHBvE1FMEBA1/2RqLTtoGmQtR3KgwHQNAYsm1jAKCQsXsxkIMDfzp3Gd95aR5/lJS1aob9DheQIDm4UZl9T1Y5UQrOvsv2NCh1KmTh0B5pEmft9xzEmk7Xo6R+iub7Kf62mIkE4FGDrrt6SJOrlN9fx8qoPALjtqkU01lUf9f6ONODkiOgBsuRRWvGkU+GSK/ytoXDRCieyQUzS2gBoqlA24s51FBYuA45LRA9g46K0/HBMLc+QnsLVs4AGWmj4w15XuCo7os3huBoaA47Xn4huktWzfhnKi+u9UQMt4Mc0dLDJYpkpXCfrxy1GDmohP66mO/hnWv5Se3ENgiUf9Jpu+2Wa/3HqMbUIA06OZCJBXsuiaW5JeTGulzx68469mHnvSlRhWZQa/nLRNQOUiW7m0JWNrhyMEY8icFGATWP1ENt25MD11oFu2KDcwnLZfg90XC8R0DQvbiCH5uYKSzNi2gAKDds7wXe9baXpLii7cA3UxgoMYZg5bFtDaV6fHQWaMtDNNAB5WwPN9RMPVynCoTxhwyU9aOJoeVzswheeQhne346toTSXcCEmykQzB1nbP4ir5/zyYlxNmcQi3knJ4KCOreVK2nQNm35bIxIAU2lYtkbEhLKARr/t1YsEIGu7/o+9locMLD1PMpHA0vJEAk5JeSSgGHAcBhxojcfoKPeu8nZnXbYOuezKesdUQNeIBF1/H2qKh9lZOIFzUKTt0ukag3mH9wfT7MxZTEvGmZTQSNs2H/a7hce0jozr7SdTkyYhXWdnLkd3Lo/luuSVKok7ZDsEDZ05FUl/zvuQ4/hl64cydOXyBHSNvHIp13QCpknSMPhoYIjeQpmtSvvb7eSJWhbVIW8/ySlF1vH6mrbyfl8d1yWG5sfcms6gaxq9lu2XD8eFXZZN0HCoDoUYdDL+8iigPz+8DhwgUDgRSeo6GwczftnIq/1K0+jOe9tzp2URNk16i0mUAoXGgO3FDeqaHxNA13Q/4Sq2WRQyDHYWEqeyUIBdI5IoTdP86TgBXcM0TQKFJCpkGqQyNvnCewK6hlv8vNA0kqEQO3M5lAJd844xvz+6d1IN0BAN+H01bAdD18iNcXKsgR8zmUiQcRUBXUPXhz/HdE1huS4DjkN9LOqdyKJh6DqGprAKccOGjl5IDgOmSayw7w25DhHTKDmRD+jeY4mrYzHWpgaoDnkXEIKF9VAsB4iYBrpWWE+F/WTTUNpbH0ETfcQoizcFy2HniH0vHgoSdl1QirTtsLC+hg0DQ1QFDcqCweH9JKzRU0iMKoNGyUU0pRQ9eRvT8fY9Bw0078Z2VYgLUB00CBX6CZA0DHbm8pzbVM/GwTTJkLcsWuGm+ETAZKdl0ZIoY1s6Q+OI/Stj25QFAnRnc9QEzJJ9rzEWpc/K0xwPMZC3iZqG972hadiuS2M0QjKRoKM8zo50hqgZoPh95iUCwcLUNcePWx+LEA2YlIeC6BqkrDwxM+D/HEHWcWmJeyds8VDI/70c8JKSqlCQr82bQ2d6Jd05izLTpNw0KQ975TMKP1LanbNG1W2Jl9ESH7usamQ90yQARINBBvM2baEgi5qbMMNhvr/mXSw0YqbBkO2QV/C5mVMB+P6ad8mNKFOaxu2zpvllJhrl4RBDtoOh4M45M/wyV9OJjIh528ypNFZW8oWZ0/j+mnfJ79Hmn82YMtymYlTZwtoqYrEYv97QyZZ0mknRKJ+Z0uq/vrd6yUSC8xOJvdYFjkgZwPmJBOe3NTOWgy0Th25wcHD/b+J4TKIKJwmRcLDk9WgoSDaXL3nt3NOmc+5p0wFvJGqiR6PiRoi0axHEwNC9RMlWNiHd+xDOKRsTb6gcvNGApBFF4ZJVDoERIwF5XKJaELMwwhDQhkd68riENYNvzqnjH1bnyCoHHc2Pa2oGUd1E03Qybr4kro0irntfukOuRVQbXs95zYsLeP3RhvuqAwkjwtdnD7c5Mq6lbOKGF3fA9UY9htt0CRXiWkqNiKkR1AJ+WU6V1nNQxI0Qqf5+EnqEtLL2WBYvbl1UZ/OADYXaQS2IrVwmR72RqS1DNgbeHHOUTt61mZEMYbkm6/tzmJo3BuMCtnKYHDO5sr6a3iGb93stwCRAEAfllwNsHrIxNQNDFeanuzZTEyGGbMMvK4lbZhIzTNb3eX01MQEdWzk0lwW4trGWvkyWXdk8QzmTnK0Im1ATcygLelfmd2XzDOYMrMJDGMrCDq1lIcKGgUmO7oyB64QI6hAPO9REvERkdybPQM4YjllmkwxG+dOmWvqyWb+8GLciomgvjO7oKkdXJkTe8R7kEA871EYCKLwv6uqw5j9YoierUxspXkm2CRdO7MAbOagLBkn191MXDGCFgyXlWcchXjgJsFyXvO2dZIc1japQgLjpLcuAbXtTagpSuRx1hSuYtu1QbXh/K5QX0wxw4+R67rXypHI5YqaJrhSNkZBf7sXN+/3RXJdUPk9dMEhcN+guXHEtyjgOCdPE0DU/JkrRFAn7ZZ9tbmAgm/P7G9Igb9sM2TbNkRC1oQD9hZM4P67tkAgEvBuMC3HrQkFcFFnbIVGYPjRg2URMA1PX/Jit8Ri3t07i/1oW/YXykXFrw0EMTaMnl6MqYFJeKE/bjj8tKWXliQVMf90P5fPMLY+jAak9+pq2HapCxe0ZpCuXo6MwiuDHLWzPPsv2Y4I3itAWi6ABfXmbmFm6bquDxZO/HFMLo1JeTO9qdrGv+ojkNmbozKtI8K1ZHXznLdu/0r3nfqKUwkSNumJdUWizz7L8viYMHT0apiIYRAN6i1e6C0lNMWaqv59TR4zgjIzrX10vbM8AMC0e2/uUIKX8uHXB4F5jfmZSHe909fhxi+t+b3GL+0lbNAJ7+e2WjmC0pK81hf1iyLZpi0W5obGWtbu6C6MTur+esrbN7MJI4/7WQcI0SRS2dzHuyHr+vmfbzEqUcXVdFa9v3zVm3LpgkKsbakaNBpiaxp+3T/ZHJ0buezqKKWVRf1RDU65fz3Jcrm6oIdXfz7UNtfz4g4+wyPvltuPy2Y4GwBuBcFyHqGGQcbwp7zdPHi7TlfKe9FYYnbittckvsx27ZOTittYmUv39/rKMVT5W3byCq/cTd39tTgsHuGtKiz8tsjES5rbWFv+BFYe77FDaLNb99pypjLS/mMVzw73VPVJl4thljJyysq/3/Ze//eZ/PbJdObyUUjzz6tssOmUKyRFfyI+9vJqFs9uor0qOWS+Xy435+tGkuQYruntBgwAGDgql4I6OFuZVJFnZnULT9MKUq+I9US3MqyjnzUJZABMHb9Dj9o5m5paXsaK7F6VRUnZHRytXNFdhuiHe7E6hNPy4rqu4o6OVsxrqeW1n96i4t7VP8uPuWXZHR6vfH8aIObLNkXUd1/XjrhxjWYpxV3b3oTTlxy0tK63nFmLOqYpguIEx15HXpwpW9/WQcxR5VyOgQ3UE/mp2G4tqylnT14ft6Diuiam7VEZdvjajmYXVSdb09ZEvlAV05ddbWF1BQyTgx7Vdo6S8GDfv6NiugaE7VEZdvj6zpaSsJO6sNk6vSowZ8y9ntXF6dQWNkTCr+1LURHUmx3WiQQdHU9w1tZXTKstZ3ZeiNqrTXGZSFgJd1/hiRwszk3He6O2lOqKVlO1Zz4+J4s6prZxeVUFjODwqLhrc1j6Zmck4K3p7vbL4cNwvF+K+0ZNCAwKaVvhSH+7rGz0pQoZOmWkWElAvZkM0TEUwMKrcAT/u8u5eFIqA5j3S1VFe2fzKJG/09BHUvSuYduEG5mJfXx9R5ijl15tXWU5tKMjSLi9uUNdLyr24KW8KqWn6j6q9rX0yp1QkRrXpKLhzaiunViT9mAFdLyk7pTJJfTjE6z19BHTvXo7iCUzxM6FYFjUM8spbR1+a4m3PYtxIoSxfKDu1IslrPX2Ye8T8yuzpdETD1IZCfnnEMLypgErxhfZmP66meVPccq6LpRRf7GjhlPIEy7v70LXh7ZlxvbK55Qle7e5F1/DvScm5XsyGaJiKQIBlXaPL7yjUHbk9047jl80pxNVG1Mu6yt+ey7p60fCm9mYch6yruL2jmTnlCZZ1e79CXIxZLGsui1IVDLKsyysv1i1uz1mFuOwR9wvtzcwulI3sa7Fslr9NRqyfQsziOli6R92R++bhLpM2vfL5VeU0RyN0DmXYlbOoDYf81w+2HkBDNLzX8iNRdjBt3jVnOnMSsUNqs9juhfU1XDO5gQvra2gY8RCvI1F2qHX35mDriZOPrmkEg8H9vu+4S6ICpsmyNeupq0r6U/p29w7wh+Vvc+0FpxEtPJFlT8dCEjWnKkKYEOtSGYZcizIjxG3tk7hpauURKdtfm2dMqoIcR7XNiVjOhmiYjrIIKSeDblpMLw/zxSnN/hfIwZQBRyTugbR5rH9xS5vHZpufmNRALpc74ZfzWOyPtDlxbRbLxzp5Pth6Rcd6ctFeWeGf+xyJpESIE9WBJlHH5YMlnnxlDa+99SFfu/kSYpEQ9z2+lKyV5+s3X7rXOjJ8Opr8bowQJw853oU4ucgxL8TBOWEfLAFw2dlzSWctvvevj2M7DjPbGrn9mvMmultCCCGEEEKIk8BxORJ1MORqzGhylUqIk4cc70KcXOSYF+LgHOhI1IE9fkIIIYQQQgghBCBJlBBCCCGEEEKMiyRRQgghhBBCCDEOkkQJIYQQQgghxDhIEiWEEEIIIYQQ4yBJlBBCCCGEEEKMgyRRQgghhBBCCDEOkkQJIYQQQgghxDhIEiWEEEIIIYQQ4yBJlBBCCCGEEEKMgyRRQgghhBBCCDEOkkQJIYQQQgghxDhIEiWEEEIIIYQQ42BOdAeOFg3Q9fHljOmcRTQUPOg2D6X+wdQdb53tu7qIR8Pj7dpJ61D3h6Ntovt7pNs/3PEPR7xj+ZiX4318Jvr4ORgT2eej0faxdswfy8c7yDE/XsfbMT/R/T2Rv+Nd1z2g9500SVQikRh3ncUvLuPWK88+6DYPpf7B1B1vnR89+ALfuuPq8XbtpHWo+8PRNtH9PdLtH+74hyPesXzMy/E+PhN9/ByMiezz0Wj7WDvmj+XjHeSYH6/j7Zif6P6ejN/xe5LpfPtwytTJE1b/YOoean/Fvh1v63ei+3uk2z/c8Q9HPDnmTxzH47qdyD4fjbaPtWNejvcTy/G2fie6vyfjd/yeNCe9WR32qOK48A93PyZXqYQ4ScjxLsTJRY55IY4sGYk6iZ07f9pEd0EIcZTI8S7EyUWOeSGOLBmJEkIIIYQQQohxkJEoIYQQQgghhBgHSaKEEEIIIYQQYhxOmkeciwMzmM7y0988j2noWHmba84/nVntjRPdLSHEETSYzvLtnz/MTZeeyZlzOya6O0KII+hr//M+WhurAThrbgefmCf3TglxMCSJEiWi4SD/4XOXo+s6u3r6uXvxi5JECXGCe3LpWjom1U50N4QQR0F5PMpf/tnlE90NIY57kkSJEro+PMMza+WZVFs5gb0RQhxpu3v7GcrkaG6omuiuCCGOgv7BDD+47ymi4RA3XLKQ6vL4RHdJiOOSJFEnoDfe2ciLK99ny85erLzNz771+ZJy13V55IWVvLp2A3nbYVZbE7dcsYiyaBiArr4Bfvnoy+zsSfG5q86ZiEUQQhygQz3ef//iKv7kk/NZ/taHE9F9IcQ4Heox/91/92nKomHe3biV+55Yxjdu+dRELIYQxz15sMQJKBoO8cnTZ3DDJWeMWf70srdY88Fm/uNtV/E/vnYjAL989GW/vLo8zn/4/BX8py9cxa+fWX5U+iyEODiHcrxv3LKLWCRETUXiqPVXCHFoDvU7vphMzWpvoic1eOQ7LMQJSpKoE9DsjiYWzm6nuqJszPJXVn3ApxbNoaYiTiQc5LqLTuedjVvp6hsgbzv++yKhIOFg4Gh1WwhxEA7leO/c3sXWXb386IFnef3tjTy7/G02btl1lJdACDEeh3LMZ608rusCsGVnj59QCSHGT6bznWQyWYue/iGa64fvf6ipSBAOBdi6q5f+wQwPL1mJrmu4rsuNe7nSJYQ49u3veL9w4SwuXDgLgMdeWkVtRYJ2ecCEEMet/R3ziViEf3vqVULBAJoGt1y+aAJ7K8TxTZKok0zGygMQCQdLXo+GgmRzeU6d1sxffU6e2iPEiWB/x/tIV583/6j1SwhxZBzId/zffvFPJqJrQpxwZDrfSSYc9PLmTNYqeT2dswiHZOqeECcSOd6FOLnIMS/E0SNJ1EkmGg5RmYixaUeP/9ru3gGyuTxNtRUT2DMhxOEmx7sQJxc55oU4eiSJOgG5rkvetnEc7+bRvG2Tt22UUgCcM38az776Fl19A2RyFo8sWcGs9kb5rQghjkNyvAtxcpFjXohjg+akN6uJ7oQ4vJatWc+9jy8d9fp3vno91eVxXNfl4SXeb0jYjsPMtkZuveJseUqPEMchOd6FOLnIMS/EsUGSKCGEEEIIIYQYB5nOJ4QQQgghhBDjIEmUEEIIIYQQQoyDJFFCCCGEEEIIMQ6SRAkhhBBCCCHEOEgSJYQQQgghhBDjIEmUEEIIIYQQQoyDJFFCCCGEEEIIMQ6SRAkhhBBCCCHEOEgSJYQQh8FjL63iy9+9hx898Oyosl889AI/uO+po9aXdR9v58vfvYetu3qPWpvjsb2rj+/f+yRf/1+/4svfvYeuvoFR77Edh8deWsXmHd2Hte17HnuZf7j7scMac19+cN9T/OKhF45ae0fSinc/Ytma9aNeP5GWUQghDpQ50R0QQogTybsbt9G5rYvWxuqJ7sox6+HnV5DOWmbk4VUAAA6lSURBVHzlhgsJBk2SZdFR77EdlydeXkNVsozJ9VWHre0rzzkVK+8ctngnk5XvdTKYznL2qVNLXr/5skUYhlyTFUKcXORTTwghDpNYJERTbQVPLV0z0V05ovK2fUj1d3SnmNnWyIy2RtqbagmYxiHFs/IH3p+aigRNtRWH1N7xYjzr5VA01pRTV5k4Km0JIcSxQkaihBDiMLr8E6dw9yMvsnVX715P1h97aRV/XPE+P/jmzSWvf/m793DTpWdywcKZAHzrJ7/ltBmtlEVDLHn9PSzb5px507j+ogW8/eFWHn5+BT39g8xobeBzV51DLBIqiZcaTLP4hZWs+3gHsUiIy8+ey3mnzyh5z4bNO3n0j2/Sua2LYMBk3vRmbrj4DMKhAADL1qzn3seX8h9vu5KHl6ygc1sXl519Cleee+qYy7Z5Rze/e34FG7fsImAazO6YxA0XLyRRFqGrb4D//NOHAHj+9Xd5/vV3mdpcx1/+2eWj4vz7/30/APc+vpR7H18KwHe+ej0A//mnD/GFa87l3Y3bWPvBJloaqvn3t3yK5Ws38PKqD9je1QfApLpKrr9wAS0jRgXveexltu3q41t3XF2yfH/359fw2+deZ+OW3VQkolx7/unMn9Ey5jIWWXmbR5asZOV7H5HOWjTVVnDN+acxq71p1HtffnMdTy1by8BQluktDdxyxSIqEjG//Omla1m6Zj29/UNEwkEm11Xy+avP8UfphjI5Fr+wktUfbCKTtWiur+KGS86granGj/Hl797Dpy9eSE9qkNff2UgkFOSM2e28vGod/+MvbkLXNP+9a9dv5me/eZ6/v+s6aisT+1139zz2Mqve/9hvB+DKc0/l6vPm84P7nqIsGubO6y/w47/fuZ3FL6xky84eIuEg86e3cN1FCwgHvf1q3cfb+T+/eoZv3PopXlzxPu98uJV4LMzFZ87h/AXD++i23b387rk36NzWhe24VCZinL9gBucvmLnPbSOEEEeaJFFCCHEYnTazlcdeWsVTS9fwxT89/5DjrXj3I1obq/n81Z/g4+3d/P7FVbhKsWHTTv7kk/OxbJsHn3mNxS+s5JYrzi6pe9/jSzlzbgfnL5jJ6nUf829PL6c8EeOUqZMBL4H64f3PcOq0Zr50/QUMZXI8smQl6ewrJSfEAHcvfonzTp/OVefOIxIOjtnXgaEs//irp6mvLueOa88jZ9k88sJK/u8Dz/I3t19FsizKX992Bf/02xeY3trABQtnEA6OHesbt3yK/3P/M1zxiVOYM3USAMmyKKnBNAAPPbeC+TNa+PPrLkDXveSgOzXIWXM7qKmIYzsub7yzke/f9xTf/tK11FTE97me7178IufOn86lZ83hhTfe418eeZHvfPX6kkRnT/c9sYy16zdx7fmnU1MR55XVH/CTB5/jm7dexpTJdf77Nm7Zzc7uFDdcfAZ52+GRJSv4p98t4W9u9xK55Ws38NSytfzpBQtorClnKJPj/c7t/khS3nb44f3PkMlZXH/hAuKxMC+uXMcP/+0Z/v6u60qmQz776ttMba7jC39yLq6C6vIynnhlDes/3sH01gb/fSvf66S5vorawgjS/tbdleecSm9qiHTW4ubLzwKgIj72utm2u48fP/AHZrY1cuf1F9DbP8QjL6ykq2+Ar998acl7f/XEMhadMoVz5k9nxTsb+fUzy2lpqPKTw5/9Zgn1VUm+cM15BAydHd39ZC1rn9tSCCGOBkmihBDiMNI1jU8tmst9Tyzj6vNS1FUlDylewDT40nXno+s6szsmseaDzfzxjff4+69cR3W5lxhs2dnL8rc2jEqiZndM4toLTi/83cTuvgGeemWNn0QtfmEl7ZNq+fPrzvfrlMej/PD+Z0aNpF2wcCYXnTFrn3197rW3Afj6zZcQCXnJUW1lgv95zxOsev9jFs5up72pFtPUSZZFaG+q3Wus4ghIdUV8zPe1NdVw82Vnlbx25bnz/L9dpZjZ3kjn9i5ef/vDkrKxXHTGbD4xz7vXp7m+ir/+4YO8tX7zqJG7ou1dfax4ZyOfu/ocFp0yBYBZHU185/89ypOvrClJFgbSGf76tiuoSpYBUJmM8f17n+KdD7cwu2MSH23rYlZbU8kIzMhRsNff/pBtu/v49p3X+tPmZrQ18l9+/gjPvfYO11+00H9vsixSsj0BmmorWPHuR34Slbcd1nywiSvOGR5N3N+6q6lIEI2EcJXa53YDePKV1VQmY3zlxgvRde+ugWgkxL888iIbt+yifdJw/YWz2/1+TG+pZ+2Gzaxe9zFtTTUMprN09Q1w1w0X+vvijLbGfbYthBBHiyRRQghxmJ05t4MnXl7D08ve4vNXn3NIsaY11/snogC1lXHS2ZyfQAHUVsQZHMpiOw6mMXx/0bzpzSWx5k9v4cFnX8N1XWzHZeOW3dz0qTNxXNd/z5TJtRi6zqYd3SVJ1Nwpk/bb185tXcxsb/ITKPCSnapkGRs272Lh7PbxLfw+jNWf7V19LH7hTTZu3cXAUNZ/fWdP/37jzWofPjkvi4aJx8L0DqT3+v6Pt3WhgNNntvqv6ZrGaTNaeXb52yXvba6v8hMogCmT64jHwnRu62J2xyQm11Xy4JrXeOzFVcyZMomWhqqSbf7eR9tpbqiiurysZFtNa67j4+2lTy+cM8Z6WTCrjedff4fPXHYWhq7zzodbyOXyLBjR90NZd3vq3NbF/BmtJctw2owWdF1jw+bSJGrkejcMndqKhL/eo5EQFYkY9z/1KhcunMm0lnoSsci4+yOEEEeCJFFCCHGYGbrOpYvm8OCzr3HVefseAdmfPafOGYZekqQUX1N4T7QbmUTFY+GS98VjYVxXMZjO4bgurlI88PRyHnh6+ah2e/uHSv5/ICevqcEMDTXlo15PxMIMZXL7rT8ee/Ynm8vzo397lngswqcvXkhVsoyAYXDfE0vJ2/t/Gt9Y63lf9VKDGUJBk2Cg9Gs0EQtj5W3ytuM/MCMeDY+qH4+GSQ1mADh73lSyVp5XVn3AE6+sIRYJ8cnTpnPVefPQdZ3BTJaPtu7mq9+7d1ScPacpjrWdFsxq49E/vsm6zu3Mam9ixbudtE2qpbKQ2B3quhtr3ST22Pd0XacsEmIoW7ofjLUvF9vUNY2/uPkSHv3jKu59fCn5vE3H5FpuvPRMmg/jExuFEOJgSBIlhBBHwNmnTuXJV9byzLK3RpUFTAPHcUteO9xJBlAyolD8v65rlEVD5G0HDbjqvHnM6Rg9epGM7/HYcW3UW0bXKYuMahOgfyhLc8NhfuT7Hv3ZuHUXvQNp/uKzl1JfPZzIZXL5w9tuQbIsQs6ysfJ2SSLVP5QlGDBLnjg4kB69TgbSWZJlXsKjaxoXnzmbi8+cTU//EK+//SGP/nEV5fEo550+g1g4REtDFZ+9bNGoOOYBPNmwpiJOS0MVK97tZMrkOt5av5lrLjjNLz/c6y5ZFhm1zK7rMpjJEQuH9lJrbPXV5dz56QtwHJf1m3fyyJIV/PTB5/je128seVCGEEIcbfKIcyGEOAICpsElZ81m2Zr1/ohDUUU8RtbKl4z2vPfRtsPeh9XrNo36f0u9N1UsFAzQ1lTDju5+WhqrR/0r3zOJOgCtTTW8u3Er2REn353buuhODTJl8r7vo9mTWfjdIfsAR0KKv/00Mqn4cMsuulOD42r3QLU0VqMBb77X6b+mlOLN9ztHLeumHd30jOjHhs07GRjKjvlbYpWJGJedfQq1FXG2d6UAmNHawO7eASqSsVHb6UAf175gVhur133MqnUfY9kOp89o9csOdN2Zhn5A26O1sYbV6zbhjph6uGrdJlxXjXs/KDIMnRmtDVx85mxSgxkyWXm4hBBiYslIlBBCHCHnnTadp5etZeOWXUxtHn5a2+yOJgKmN13q4jNn09U3yMtvrjvs7b/z4RYWv/Am01rqWPX+x7z30TbuuuFCv/y6ixbww/uf4ZePwvwZrYRDAXpSg7y9YQvXnH/auB+KcfEZs3lp5fv86IFnuXTRXHL5PIuXrKSptmK/jwvfk2kYVJeXsfK9ThprKwgYBk11e08Y2ptqCAVNfvXEMi5dNIfe/jSPv7z6oJLBA9FQXc6C2e38+pnXyOTy1FbGeWXVenZ0p/js5aUjRvFohJ/+5nmuOnee/3S+5voqZhdGAO9/chnRSIi2xhoi4QAfdO5gV08/f3qh91CQs07p4KU31/GPv3qaS86cQ3VFGUOZHJ3bukjEIlx85uz99vf0WW08/PwKHn5+BVOb60pGGg903dVXJVnzgffgh4p4jGQ8Oub6veKcU/juvzzGz3+7hPNOn0Ff4el8s9obS+6H2p8tO3t46PkVLJjVSnV5nHTW4pllbzGptmLU4/yFEOJokyRKCCGOkGDA5KIzZvPoH98seb34mzoPPb+Cn/92CS0NVdx+7Xn8t18sPqzt33rlJ1jy+rs8//o7xCIhPvOpszh12vDDJqZM9n6j6bGXVnHP71/GVYrKZIzZ7U0HdQN/PBbmG7dexkPPvcHdi1/ENHTmTJnEDRefUXKv1oH67OWLeOj5Ffzw/mewHdf/naixJMoifOm68/11WluZ4LOXL+LZV0dPpzxc/uzKs3l4yQqeXLqGTNaisaaCr954ccnjzQHaJ9Uws7WB3/zhdQbTWaY113PLlcNPUmxrquGV1et5+c115G2H2soEt155NvOme4lnwDT55q2X8fuXVvH4S6voH8oSj4Vpbaz2n7S4P5WJGO2Tavlwy65RTyo80HX3ydNnsGlHD/c+vpR01vJ/J2pPjTUVfO0zF7P4j2/yi98tIRIKsmBWG9ddtOCA+jqyX4lYmKeWrqVvIE00HGRaSwPXFZJLIYSYSJqT3qwmuhNCCCGEEEIIcbyQe6KEEEIIIYQQYhwkiRJCCCGEEEKIcZAkSgghhBBCCCHGQZIoIYQQQgghhBgHSaKEEEIIIYQQYhwkiRJCCCGEEEKIcZAkSgghhBBCCCHGQZIoIYQQQgghhBiH/w+pSIqs1Th28AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_times.keys(), batch_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='LogisticRegression')\n",
    "ax.plot(online_times.keys(), online_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDClassifier')\n",
    "ax.set_title('LogisticRegression vs. SGDClassifier')\n",
    "ax.set_xscale('log')\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Number of seconds')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# California housing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets\n",
    "\n",
    "X, y = datasets.fetch_california_housing(return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model\n",
    "from sklearn import pipeline\n",
    "from sklearn import preprocessing\n",
    "\n",
    "\n",
    "batch = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.LinearRegression()\n",
    ")\n",
    "\n",
    "online = pipeline.make_pipeline(\n",
    "    preprocessing.StandardScaler(),\n",
    "    linear_model.SGDRegressor(max_iter=1, tol=1e-3)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test = X[:-2_000], X[-2_000:]\n",
    "y_train, y_test = y[:-2_000], y[-2_000:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "from sklearn import metrics\n",
    "\n",
    "batch_times = {}\n",
    "batch_scores = {}\n",
    "online_times = {}\n",
    "online_scores = {}\n",
    "\n",
    "for train_size in np.logspace(0.5, 1, 100, base=len(X_train), dtype=int)[1:]:\n",
    "    \n",
    "    tic = time.time()\n",
    "    batch.fit(X_train[:train_size], y_train[:train_size])\n",
    "    batch_times[train_size] = time.time() - tic\n",
    "    y_pred = batch.predict(X_test)\n",
    "    batch_scores[train_size] = metrics.mean_absolute_error(y_test, y_pred)\n",
    "    \n",
    "    tic = time.time()\n",
    "    online.fit(X_train[:train_size], y_train[:train_size])\n",
    "    online_times[train_size] = time.time() - tic\n",
    "    y_pred = online.predict(X_test)\n",
    "    online_scores[train_size] = metrics.mean_absolute_error(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_scores.keys(), batch_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='LinearRegression')\n",
    "ax.plot(online_scores.keys(), online_scores.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDRegressor')\n",
    "ax.set_title('LinearRegression vs. SGDRegressor')\n",
    "ax.set_xscale('log')\n",
    "ax.set_ylim(0)\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Test MAE')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "ax.plot(batch_times.keys(), batch_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='LinearRegression')\n",
    "ax.plot(online_times.keys(), online_times.values(), alpha=0.7, marker='o', linestyle='dashed', label='SGDRegressor')\n",
    "ax.set_title('LinearRegression vs. SGDRegressor')\n",
    "ax.set_xscale('log')\n",
    "ax.grid(True)\n",
    "ax.set_xlabel('Number of train observations')\n",
    "ax.set_ylabel('Number of seconds')\n",
    "ax.legend();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
